{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#  mplfinance plot customizations\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In this notebook, we demonstrate the use of various keyword arguments to customize:\n",
    "- figure size and aspect ratio\n",
    "- display of non-trading periods (weekends, holidays, after hours trading)\n",
    "- figure title\n",
    "- y-axis label\n",
    "- x-axis datetime format\n",
    "- x-axis labels rotation\n",
    "- line color for line plot\n",
    "- tight_layout\n",
    "- fill_between"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read in daily data for the S&P 500 from November of 2019 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 5)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-01</th>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.95</td>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.91</td>\n",
       "      <td>510301237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-04</th>\n",
       "      <td>3078.96</td>\n",
       "      <td>3085.20</td>\n",
       "      <td>3074.87</td>\n",
       "      <td>3078.27</td>\n",
       "      <td>524848878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-01  3050.72  3066.95  3050.72  3066.91  510301237\n",
       "2019-11-04  3078.96  3085.20  3074.87  3078.27  524848878"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-27</th>\n",
       "      <td>3145.49</td>\n",
       "      <td>3154.26</td>\n",
       "      <td>3143.41</td>\n",
       "      <td>3153.63</td>\n",
       "      <td>421853938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-29</th>\n",
       "      <td>3147.18</td>\n",
       "      <td>3150.30</td>\n",
       "      <td>3139.34</td>\n",
       "      <td>3140.98</td>\n",
       "      <td>286602291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-27  3145.49  3154.26  3143.41  3153.63  421853938\n",
       "2019-11-29  3147.18  3150.30  3139.34  3140.98  286602291"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily = pd.read_csv('data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(2)\n",
    "daily.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.5a0'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "- `figscale` is used to scale the size fo the figure up or down.\n",
    "\n",
    "- `figscale=1.0` means that the _height_ of the plot will be the default height (see below);<br>&nbsp;&nbsp;&nbsp;&nbsp; the width of the plot will depend upon the aspect ratio.\n",
    "\n",
    "- `figratio` modifies the aspect ratio of the plot.\n",
    "  - specify a tuple (width,height) for `figratio`.\n",
    "  \n",
    "- `figscale` and `figratio` may be used independently (they do _not_ need to be specified together)\n",
    "\n",
    "- If not specified, the default values (as of June 2020) are:\n",
    "  - `figscale = 1.0`\n",
    "  - `figratio = (8.00,5.75)`\n",
    "\n",
    "(one may also specify simply `figsize` which _overrides both_ `figscale` and `figratio`<br> specifying explicitly, at the same time, both the size and aspect ratio of the figure.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1035x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 517.5x287.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily)\n",
    "mpf.plot(daily,figratio=(18,10))\n",
    "mpf.plot(daily,figratio=(18,10),figscale=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Displaying non-trading periods\n",
    "\n",
    "---\n",
    "\n",
    "- Some users like to see gaps in the plot created by non-trading periods (days or, for intraday data, hours)\n",
    "- Non-trading periods can be displayed using the **` show_nontrading `** kwarg.\n",
    "- In the example below, these gaps make it easy to visualize weekend and the U.S. Thanksgiving Holiday.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x517.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x517.5 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle',volume=True,figscale=0.9)\n",
    "mpf.plot(daily,type='candle',volume=True,figscale=0.9,show_nontrading=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "---\n",
    "\n",
    "#### Setting the Figure Title and the Y-axis Label:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,type='candle',volume=True,\n",
    "         title='\\nS&P 500, Nov 2019',\n",
    "         ylabel='OHLC Candles',\n",
    "         ylabel_lower='Shares\\nTraded')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Setting the x-axis datetime format and x-axis labels rotation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 520x373.75 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 520x373.75 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cH8HWjVqtlrpXJCanN3pnXoWirLl4agZbPtYVY2cYjUYt3aWcu5xeqbFKXfY35D1j6v3rQ11ee1U9x5TzoAHGvG8r/u0LCwtr7H5idneERERyJeekZ0pm1ViGiIiosTEREhGRrLFqlIiajXufsbELAtUGEyERNRvsfkCGYNUoERHJGu8IiajZqNiHEWA/RqodJkIiMltKpUMdJ/9l9wOqO1aNEhGRrDEREhE1EI1GjfbeLaFQKDj7hRlj1SgRUT1h942mqV4TYXFxMWxsbOrzkETUhNX1GV9Tx+4bTZNRVaM6nQ5bt27FpEmT0KNHD705/F577TXcuHHD6AISERE1JIPvCO/evYvQ0FCcPHkSQNlkuAqFAkDZLA1xcXE4ffo0tm7dCnd39/opLRGRGaup+4ZGo9GbQYEtXM2HwXeEa9aswS+//AIA6NKli95EthqNBra2tsjKykJUVJTxpSQiagKUSod7fpTSut5dAxGk8pZ+yHwYnAjj4+OhUCiwcuVKfPPNN3pzPbm7u2Pz5s0QQuC///1vvRSUiKixaTRqBPi0RIBPS7b6bMYMrhrNysqCra0thgwZUuX6Ll26wN7ens8JiYgAnPj1MuztlfffkBqdwYnQwcEBeXl5uHHjBlq3bl1p/YULF3Dnzh20aNHCqAISEdWHe7syVPWMriG7PyiVStjb87mgOTI4EXbt2hWHDh3CzJkzMXXqVGi1WgDA4cOHcenSJWzevBkKhQIPP/xwvRWWiBpexWTQnPrB3TvmaFXdOvjsTp4MToTTp0/H4cOHkZycjIULF0rLX3jhBQBlrUgtLCwQGhpqfCmJqNEwGZDcGJwIe/XqhcjISCxduhRqdeWHyEqlEosXL0bv3r2NKiARUX04fuayXivOqnD2CnkyamSZp59+GgMHDsT+/ftx+fJlqNVqODo6QqVSYfDgwXBycqqvchJRI6mYDJpTIlAqlfftu8e+ffJk9BBrLVq0wJgxY+qjLERkBpgMSG6MGmKtqKgI//73v7F69Wq95dOmTcN7772H/Px8owpHRETU0AxOhHfu3MH48eOxdu1aZGVl6a27ffs2vvzyS0yYMKHK54dERETmwuBEuHHjRly8eBFCCNjb2+ut8/DwgBACKSkpWLt2rdGFJCIiaigGJ8KdO3dCoVBg8eLFeOutt/TWrV27Fu+88w6EENi7d6/RhSQiImooBifC69evw9bWFhMnTqxy/YQJE2BjY4PMzEyDC0dERNTQDE6EDg4OKCoqqjbRpaWlobi4+L79dojIfCmVDkhJvw0hhOxbk2o0Gmg0aumHmg+Du08EBQXhyJEjmDZtGkJDQ9GxY0c4OjoiLy8PiYmJ2LhxIxQKBTp16lSf5SUiMonaDNFGTZPBiXDatGk4evQorl69isWLF1daXz5R75QpU4wqIBERUUMyuGr00UcfxaJFi2BlZQUhRKUfKysrzJ8/HwMHDqzP8hIRmcTxM5eRmJwu/VDzYdTIMhMnTsTgwYOxa9cuXLhwAQUFBXBwcIBKpcLTTz8NX1/f+ionUZOl0ailgawTk9Nl/6ytqarNEG3UNBk9xNoDDzyAmTNn1kdZAAA6nQ6bNm1CTEwMrl69Cnt7e/Tp0wfz589HmzZtpO0SEhLwxhtvAACOHTtW6ThZWVmIjIzEsWPHUFRUhM6dO+ONN95At27dpG2Ki4uxYsUKxMXFIScnBz4+PpgxYwb+/ve/19v1EBGReat1IszMzISlpSU8PDyk32vLy8ur1tsuW7YMW7duRXh4OLp3746rV69iyZIlmDx5Mvbs2QNLS0usWrUKn3/+Odzc3HD37t1KxyguLsa0adOgVCqxceNG2NraYvPmzXj++eexa9cu+Pj4AACWLFmCgwcPIiIiAu3bt8ehQ4ewaNEi2NvbY+TIkbUuMxERNV21ToRPPPEEXF1dkZCQIP2uUCjuu59CoUBSUlKtzqHVarFv3z7MmDEDo0aNAgD4+Phg7ty5mD9/PpKTk2Fra4tdu3Zhy5Yt+PLLL3HkyJFKx4mPj0dqair27NkDf39/AMDSpUtx9OhRrF+/Hu+++y4yMjIQGxuLpUuX4oknngAATJkyBWfPnsUnn3zCREhEJBN1qhoVQtT4u9GFsbLCwYMHKy23sChr02NtbQ0PDw/ExMTAxcWl2uMcOXIEbdu2lZJg+bEfffRRHD58GEBZdaoQAo8//rjevgMGDEBcXByuXbsm3TkSEVHzVetEOHr0aDg6Our9Xps7QmMlJSUhKioKgwYNQocOHWq1T1paWpVJrG3btoiJicGdO3eQlpYGGxsbqaq3XHkDn9TU1BoToUJR9tOYys/X2OdtDkwZu4rnNMXrxlhN+XVnbOxNvb/cGfPaq8s+tU6EkZGRNf5e3z766CNER0ejtLQUEydOxIIFC2q9r1qthre3d6Xl5Ym8oKAAhYWFcHCo3AKs4jY18fNyqXL/xuDnVf3dMNXMFLFTq631zm+q142xmuLrztjY1+f+7Tyb7t/e1Ax57VWM/f0Y3Go0LCwMOp0O//73vxvkznD69OkICQlBUlISli9fjrS0NKxbtw6Wlpb1fi5DpGXmQqksadRzKhRlL4i0zFzUc610s2fK2FUcjssUrxtjNeXXnbGxr8/9r1zPhb190/rbm5oxr726DINncCI8evQotFptg1WPurq6wtXVFQEBAfDz88PYsWOxd+/eWjVicXJyqnIexIKCAigUCjg7O9e4DQA4OzvXeA4hYLIPBVOeu6kzRewqnq8p/+2aYtmNjb2x+9vbl43V6t/GBakZTe+LhLkw9m93PwaPLDNixAjcuXMH+/fvN/QQleTk5CA+Ph5//vmn3vLAwLIx/lJSUmp1HH9/f/zxxx+Vll+5cgVt2rSBnZ0d/P39UVxcjOvXr1faBgACAgIMuAIiImpqDL4jfPrpp3H79m2EhYVh0KBB6NKlC1xcXKQWnhWNHj26VscsKipCWFgYXn/9dYSGhkrLL126BACVGrZU5/HHH8fOnTvx+++/SwmtuLgYR44cke4o+/fvDwsLCxw4cEBvKqmffvoJKpWqTn0ficwZR7YhqpnBiXDSpEkAyrpQ7Nu3D/v27atyO4VCUetE6OnpiTFjxmDNmjVwdXVFr169kJGRgYiICLi7u2P48OFQq9XQaDQAgLt370Kn00l3kHZ2dnBycsLQoUPx0EMPYf78+QgPD4ejoyNWr16NkpISzJgxA0BZUp0wYQJWrlwJT09PqFQqxMfH4+DBg1izZo2hYaEGIPcPcrlfP1FDMzgRVuxDWJ/9CZcuXYrWrVsjKioK2dnZcHNzQ48ePRAWFgZnZ2esWrUKn376qd4+/fr1AwCEhIQgMjISVlZW2LBhAz744ANMnz4dxcXF6NatG7744gs88MAD0n4LFy6Eo6MjwsPDkZOTAz8/P6xYsQKDBg2qt+shMiflXyLLMakSGZEIP/jgg/osh8TGxgZhYWEICwurcv3cuXMxd+7c+x7Hzc0NH3/8cY3bWFlZ1XguouaGc+oRVWZQIjx58iTS0tKQm5sLb29vjBgxgqOwEBFRk1TnRPjOO+9g27ZtestWrlyJRYsWYfz48fVWMCKqf8fPXIZSqTR1MYjMSp26T8THx2Pr1q2VJuHVarX45z//icTExIYqJxHVg/I59cp/iKiOiXD79u0AyuYgXLJkCdauXYtXX30VLVq0gE6nw5YtWxqkkERERA2lTlWjFy5cgEKhwMqVKxEUFAQAGDhwIAIDAzFr1izeERI1MLb6JKp/dUqEBQUFsLOzk5JguT59+kjriajhsNVn41IqHRhjGahTItTpdLCzs6u0vHyZTqern1IRNYCywRjUlcYg5F0VkbwZ3I+QqKmpOJ9mRU3pGz9bfRLVvzonQq1Wi5MnT1Y5mkx163r16mV4CYmMVHGIsqauvNUnEdWfOifCwsJCaZzRihQKRZXrFAoFkpKSDC8hUT068etl2Nub7o7q3sYuAKtmiUytzomwPscVJWpsSqUS9vamSzz3NnYBmlbVLFFzVKdEGBIS0lDlICIiMok6JcKGGmibSC4ao7GLRqO+5/fK1bFywe4PVBtsNUrUiBqjsUtzaRhE1FjqNMQaERFRc8M7QqJ6ZuqqycTk9Ernr6qRDhGVYSIkqmemrppkdwyiumHVKBERyRrvCInqGasmiZoWJkKi+6g4RFticvp9qx5ZNUnUtDARklmq2ODEnPrBcYg0ouaHiZDMkqkbnFSHQ6QRNT9sLENERLLGO0IySxUbnJhTYxPOB0jU/DARklmq7rmbqZ/RcT5AouaHiZCaFD6jI6L6xmeEMqHRqBHg0xIBPi0rDQFGRCRnvCOkJqUpPqOr61RAph6rlEhumAipSZHDMzpz7TpC1FyxapRqhVWrRNRc8Y6QyMxwrFKixsVESGRm6rvqt67PKInkxuyqRnU6HT777DMEBwcjKCgIvXv3xrx585CRkSFtc/LkSUycOBFdunRBz5498corryA7O1vvOJcvX8bs2bPx2GOPoXPnzhg1ahTi4+P1tikuLsayZcswYMAAdO7cGSNGjMB3333XKNdJRETmwewS4bJly7Bq1SqEhoYiLi4Oy5cvx4ULFzB58mQUFxcjNTUV06dPh4+PD2JjY7F27VpkZmZixowZKCkpAQBkZ2dj0qRJ0Gq1WL9+PXbv3o0hQ4YgLCwMe/fulc61ZMkSxMbGIjw8HHFxcRg/fjwWLVpUKWFS06PRqCv8sNUlEVXPrKpGtVot9u3bhxkzZmDUqFEAAB8fH8ydOxfz589HcnIyvvrqK7Rs2RLvvfcerKzKih8ZGYkRI0Zg7969CA4OxoEDB5Cbm4ulS5fCy8sLADBnzhzExcVhx44dGDZsGDIyMhAbG4ulS5fiiSeeAABMmTIFZ8+exSeffIKRI0eaJghmoqk34WfLSyKqLbNKhFZWVjh48GCl5RYWZTeu1tbWOHr0KAYOHCglQQDw9/eHt7c3Dh8+jODgYGm5paWl3nFsbGyk/x87dgxCCDz++ON62wwYMABxcXG4du0afHx86uOymiS5JxJznQaKiOqf2VWN3ispKQlRUVEYNGgQfHx8cOPGDfj6+lbarm3btkhNTQUADBs2DK6urvjwww+hVqshhMDu3bvx22+/Yfz48QCAtLQ02NjYwMPDQ+845ccuPxY1TYnJ6dLP8TOX67x/kMpb+mGLTaLmzazuCCv66KOPEB0djdLSUkycOBELFixATk4OAMDBoXKrOkdHR6lBjaurKzZv3oxZs2ahR48esLKygkKhwPvvv4+BAwcCAAoLC6s9DgAUFBTUWD6FouynMZWfz5DzVtynNmU/d7lyE/7eXQNrvX99qmvZAf3XiCH711QWU/3dTX3+xj5vc8H4Ga6+PvPux2wT4fTp0xESEoKkpCQsX74caWlpiIiIqNW+N2/exJw5c9C2bVu8//77UCqV2L9/P5YsWYIWLVpIzwSN4eflUmUibQx+Xi513ketttbb//5l1z+HWv1XVWHjX7sLhBAG713x2tt51q7shYWFFfZXSzUHpvi71/1v1zAMed3RXxg/wxn7mXc/ZpsIXV1d4erqioCAAPj5+WHs2LFISEgAoP8hVa6goAAtWrQAAGzcuBG3bt1CTEyM9KERFBSE33//HR9++CGeeOIJODk56X24VzwOADg7O9dYvrTMXCiVJUZdY10pFGUviLTMXNwvL9TU2MWQslc8nimu3RgVy37lei7s7et67X9tb4prN3Xs6/K6o8oYP8MZE7u6jIBlVokwJycHx48fR69eveDu7i4tDwwsq5JLT0+Hp6cn/vjjj0r7XrlyBX369AEApKSkoE2bNpW+Ofv5+eHQoUMQQsDf3x/FxcW4fv06PD099Y4DAAEBATWWVQiY7EVdm3M/HFh9Yxe1WlNp//t14q64vSmv3RDGlt3U127q85vDuZsDxs9wxr5v78esGssUFRUhLCwMO3bs0Ft+6dIlAICHhwcGDhyII0eOSH0GgbIGNZmZmVKVp5eXFzIyMnDnzh2946SkpMDT0xMKhQL9+/eHhYUFDhw4oLfNTz/9BJVKJXW7aI76dAvUawwi9xai5q58ZJjfr91u9gOOE5mCWd0Renp6YsyYMVizZg1cXWt+Sg8AACAASURBVF3Rq1cvZGRkICIiAu7u7hg+fDj69u2L3bt34+2338bs2bNRUFCAxYsXo0uXLhg8eDAA4Nlnn8X27dvxxhtvYPbs2VAqlThw4AAOHTqEV155BUBZUp0wYQJWrlwJT09PqFQqxMfH4+DBg1izZo0pw1AvzG28So1GLSXcxOR0fqATkdkwq0QIAEuXLkXr1q0RFRWF7OxsuLm5oUePHggLC4OzszOcnZ0RHR2NZcuWYdSoUbCzs8OgQYPw5ptvSv0NVSoV1q9fj6ioKDz33HMoKSmBr68vFi5ciEmTJknnWrhwIRwdHREeHo6cnBz4+flhxYoVGDRokKkuv97UlGia4px+REQNxewSoY2NDcLCwhAWFlbtNg8//DC2bNlS43H69u2Lvn371riNlZXVfc/VHJl6Tr97O6jz7pCITMnsEiE1f/dW0XJmBCIyJbNqLENERNTYeEdIDaKmfox8RklE5oSJkBpETV0yTP2Msq44sS1R88ZESHXGxi5E1JwwEcpEfd7V1Kaxi7n1YyQiqg4TITUI3iUSUVPBREh1xsYuRNScsPsE1Vl5Y5fyH3OnVDogJf02hBBNorxE1LiYCImISNaYCImISNb4jJBqhX3piKi54h0hERHJGhMhERHJGhMhERHJGhMhERHJGhMhERHJGhMhERHJGhMhERHJGhMhERHJGhMhERHJGkeWaWLUajU0GjWE0F/OwaSJiAzDRNjEODo6Vrmcw58RERmGVaNNhEajRnvvlqYuBhFRs8M7wiboxK+XYW/PiXGJiOoDE2ETpFQqYW/PZ4JERPWBiZAaBadxIiJzxWeEREQka0yEREQka0yEREQka0yEREQka0yEREQka0yEREQka2aXCHU6HT777DMEBwcjKCgIvXv3xrx585CRkSFtc/LkSUycOBFdunRBz5498corryA7O7vSsb788ksMGzYMDz/8MIYNG4avvvpKb31xcTGWLVuGAQMGoHPnzhgxYgS+++67Br9GIiIyH2aXCJctW4ZVq1YhNDQUcXFxWL58OS5cuIDJkyejuLgYqampmD59Onx8fBAbG4u1a9ciMzMTM2bMQElJiXScTZs24V//+hfmzJmDPXv24Nlnn8W7776L3bt3S9ssWbIEsbGxCA8PR1xcHMaPH49FixYhPj7eFJdOREQmYFYd6rVaLfbt24cZM2Zg1KhRAAAfHx/MnTsX8+fPR3JyMr766iu0bNkS7733HqysyoofGRmJESNGYO/evQgODoZGo8GqVaswb948PPXUUwCAqVOn4oEHHoCfnx8AICMjA7GxsVi6dCmeeOIJAMCUKVNw9uxZfPLJJxg5cqQJIkBERI3NrO4IrayscPDgQbz00kt6yy0syoppbW2No0ePol+/flISBAB/f394e3vj8OHDAICEhAQUFhZKSbDc8OHDoVKpAADHjh2DEAKPP/643jYDBgzAlStXcO3atfq+PCIiMkNmlQirkpSUhKioKAwaNAg+Pj64ceMGfH19K23Xtm1bpKamAgAuXryIFi1a4Nq1a5g0aRJ69+6N4OBgfP/999L2aWlpsLGxgYeHh95xyo9dfiwiImrezKpqtKKPPvoI0dHRKC0txcSJE7FgwQLk5OQAABwcKg847ejoKDWouXnzJrRaLcLDw/Hyyy/D3d0d27dvx2uvvQYrKysMHz4chYWF1R4HAAoKCmosn0JR9tNYKp6rsc/dHJTHi3GrO8bOOIyf4YyJXV32MdtEOH36dISEhCApKQnLly9HWloaIiIiarWvVquFWq3GggUL0LdvXwDAww8/jHPnziEqKgrDhw83unx+Xi5VJtKGolZbS/9v59m4525O/LxcTF2EJouxMw7jZzhDYlfxM/N+zDYRurq6wtXVFQEBAfDz88PYsWORkJAAACgsLKy0fUFBAVq0aAEAcHJyAlCW/Crq2bMnvvjiC+h0Ojg5OUGtVld5HABwdnausXxpmblQKktq3KY+aTR/lfXK9VzY2zfeuZsDhaLszZSWmQshTF2apoWxMw7jZzhjYlfxM/N+zCoR5uTk4Pjx4+jVqxfc3d2l5YGBgQCA9PR0eHp64o8//qi075UrV9CnTx8AQLt27QAAubm5UlUnUNZHUalUwsLCAv7+/iguLsb169fh6empdxwACAgIqLGsQqBRX9QVz9XY525OGDvDMXbGYfwMZ0js6rK9WTWWKSoqQlhYGHbs2KG3/NKlSwAADw8PDBw4EEeOHNHrM5iUlITMzEypG0T//v1hYWGBn376Se84p0+flpJq+TYHDhzQ2+ann36CSqWCl5dXvV8fERGZH7O6I/T09MSYMWOwZs0auLq6olevXsjIyEBERATc3d0xfPhw9O3bF7t378bbb7+N2bNno6CgAIsXL0aXLl0wePBgAECbNm3wzDPP4JNPPoGHhwdUKhW2bt2KCxcuYP369QDKkuqECROwcuVKeHp6QqVSIT4+HgcPHsSaNWtMGQYiImpEZpUIAWDp0qVo3bo1oqKikJ2dDTc3N/To0QNhYWFwdnaGs7MzoqOjsWzZMowaNQp2dnYYNGgQ3nzzTam/IQAsXrwYrVq1QmRkJG7duoV27dph7dq1GDBggLTNwoUL4ejoiPDwcOTk5MDPzw8rVqzAoEGDTHHpRERkAgohWGtdW2q1WnrmmJicDqWy8VpuajRqBKm8AQDnLqfD3p6tRutCoQD827ggNYMNFuqKsTMO42c4Y2JX8TOzuu5y5czqGSEREVFjYyIkIiJZYyIkIiJZYyIkIiJZYyIkIiJZYyIkIiJZYyIkIiJZYyIkIiJZYyIkIiJZYyIkIiJZYyIkIiJZYyIkIiJZM7vZJ+gvFWdY1mg0JiwJEVHzxURoxspHTicioobDqtEmRgjRqNM/ERE1d7wjNGOJyel6vysUJioIEVEzxkRoxu6982MiJCKqf6waJSIiWWMiJCIiWWMiJCIiWWMiJCIiWWMiJCIiWWMiJCIiWWMiJCIiWWM/wjoQQkj/N8XYnwoFoFZbQ6NRo0JRqBYYO8MxdsZh/AxnTOwqfkaL++zMRFgHFQPbp1ugCUtCRES1pdFo4OjoWO16Vo0SEZGsKcT97hlJotPpcPPmTQCAUqmEgmOeERGZJSGEVIvn5uYGC4vq7/uYCImISNZYNUpERLLGREhERLLGREhERLLGREiNgo+ijcP4GY6xM5xcYsfGMtQg8vPzUVRUBAsLC7Rq1crUxWlyGD/DMXaGy87ORm5uLgoKCtCtWzdYWlqaukiNgh3qqd6dOnUKH3/8MTIyMuDg4ICAgAC89dZbaN26dY1NmKkM42c4xs5wJ0+exKJFi6DRaKBWq+Hp6YlZs2bhscceQ8uWLU1dvAZlGR4eHm7qQlDzcf78eUybNg0jR45EcHAwvL29cejQIcTExKBNmzbw8vKClRW/f1WH8TMcY2e4y5cvY9q0aZg0aRJmzZqFUaNG4dy5c/j2229RWFgIlUpV48gsTR2rRqleCCGg1Wrx7rvv4u7du/joo4+kdenp6Xjttddw/fp1LFiwAE8++SRsbW1NWFrzw/gZjrEz3saNG3Ho0CFs3LgRNjY20vKFCxciNjYW//jHP/DSSy/Bw8PDhKVsOKwroHqhUChgbW2NK1eu4M6dO9JynU4Hb29vvPrqq7hx4wZWr16Ns2fPApDPg/jaYPwMx9gZLyUlBdnZ2VISLC4uBgC8//778PDwwKlTp7B161YUFhaaspgNhomQ6oUQAkVFRVAqlcjMzMQff/wBANJzGVdXVwwePBjOzs4IDw+HTqfjEHUVMH6GY+yMp1KpcOvWLfzwww8AABsbGxQVFUGj0SAwMBCdOnXC7t27kZ6eDqD5fZFgIqR6oVAoYGtriwkTJiApKQnR0dHSmwYAzp07BwD417/+Ba1Wi/Xr15uqqGaJ8TMcY2eYisns0UcfhZWVFTZu3Igff/wRAGBra4ujR48iJycH7777Ltzc3LBq1SoAaHZfJNhYhgx2+/ZtlJaWwsbGRnpTtWvXDnZ2dli7di2SkpJw6dIl/Pzzz/jXv/6FefPmoXv37rh48SLy8vIwePBgE1+BaTF+hmPsDJeeno7CwkI4OztDCAEhBNzc3NCtWzds27YNhw4dwoEDB3Do0CFERUUhLCwMDz/8MCwtLfHLL79g5MiRsLa2NvVl1CveEZJBkpKSMGHCBOzatQuFhYVQKBTSt8QZM2Zg9erVKCoqwn//+18cPXoUH3/8MYYPHw6gbCT4u3fvmrL4Jsf4GY6xM1xKSgpGjx6NiIgIpKenS3ErLS1Fz549sXHjRowdOxZ2dnYQQuDTTz/FmDFjAJTdQVpbWzfLlrfN74qoQQkhoFAosGfPHqSlpWHDhg2wtbXF8OHD4eDgIG0zePBg9O7dGzY2NigpKZHWlZaW4ty5cwgKCjLlZZgM42c4xs5w5bG7dOkSCgsLce7cOaxcuRIvv/wyvL29odPpoNPp0KFDB6hUKr2qT51Oh6KiIuzduxfe3t56rUqbCyZCqpPyN0haWhrGjh2LnJwcREREQAiBESNG6H0gOTg4QKFQID8/H7t27cKvv/6KrKws3Lp1C3PnzjXlZZgM42c4xs5w5bE7f/48hg4dCn9/f2zevBkA9JJhRXl5eYiJiUFcXBwsLCxw584d6RlheWJtLlg1SgbRarXo2rUrVqxYgU6dOiEyMhJ79uyBWq2WqqrK3ygWFhb45ZdfkJmZiXbt2mHHjh2wsrJCaWmpia/CdBg/wzF2histLYW7uzteeeUVjBkzBvv378fKlSuRnp4OCwsLvQRnY2MDe3t7+Pn5YfDgwYiNjYW1tTW0Wm2zSoIAAEFUB6WlpUKr1YrIyEhx5swZIYQQeXl5YurUqaJnz55i27ZtorCwUNq2XEFBgd5xSkpKGq/QZoTxMxxjZ7wff/xRnDx5Uvo9IiJCdO/eXbzxxhvi6tWrQgghtFpttfvXtK4pY6tRuq+8vDzk5+dDq9XCwsIC1tbW6N27tzR+o52dHQYPHoxTp04hNjYWHh4e8PX1ha2tLXQ6HX7//Xd4enpKxxNCyGYwX4DxMwZjZ7js7Gz89ttvuHnzJrRaLZydndGuXTu4u7tDp9PB0tIS/fv3R05ODuLi4nDjxg089NBDcHFxgU6nw549e9CiRQupyhlAsx2vlUOsUY1Onz6N9957DxqNBjk5OejXrx+eeeYZ9O3bV9pG/H91SkFBAV5++WWcO3cOixYtwpNPPolZs2ahtLQUX3/9tQmvwnQYP8MxdoY7efIk3nzzTVhaWuLGjRtwdnbGzJkz8fe//x12dnYAgJKSEqkbxAcffIDt27djyJAheOmllxAeHo7bt29j+/btzTb5VcRESNU6d+4cJk2ahIkTJ+Kxxx5DYmIifvjhB6SmpmLJkiX4+9//XmmfvLw8vPrqqzh//jycnZ1ha2uLmJiYZtnS7H4YP8MxdoZLTk7GxIkTMXXqVIwePRqpqan44YcfEBMTg2eeeQYzZ86Ej48PgLLnreXdIZYtW4aYmBgUFRXB29tbeiYomlnDmCqZqEqWzJhOpxOlpaViwYIFYsGCBXrrTp06JebNmydUKpXYvHmztLy0tFR6LpOXlydUKpUYN26cKC4uFkLI67kM42c4xs5wOp1OCCHEihUrxAsvvKC3Li8vT3zxxReiY8eO4tVXX5WeBwohpDgJIcQjjzwixo8fL8VMLrFj9wmqpLzVXUZGBh588EEAZYPw2tjYoHv37mjZsiXs7e3x/vvvw8nJCaNHj5aqT4QQWLBgAfz8/LBlyxZYWVnpfeuUA8bPcIyd4crv2vLz85GTk4OioiJppg1nZ2c899xzsLOzw5IlS9CiRQu88847ACC1BJ0zZw5atGiBL774Qnaxk8dVkkFcXFxw6tQpAGVNqcvfGH5+fggNDUVBQQEiIiLQtm1bdOvWDQDwz3/+EydPnkRCQoLs3kz3YvwMx9gZzs3NDWlpabhx4wZ8fHz0ngWOHTsWBQUFWLZsGYKCgjB69GgAwLfffovs7GzExcXJMnZsNUrVsrOzw86dO3Hz5k30798fFhYWUuu9li1bwtXVFQkJCbCwsMCjjz4KAHjkkUcwc+ZM6VumnN5M92L8DMfY1Z4QAqWlpdKd8UMPPYTY2FgkJCRg7NixsLS0lGIHAL6+vrh69SpOnDiBESNGwMbGBh06dMCzzz4ryyQIMBHS/0tJScGuXbuwc+dOFBcXo3Xr1vD19UVKSgoOHz4MIQS6desGCwsLlJSUwNLSEt7e3vj9999x+PBhjB8/HkDZt3cLCwuUlpbK6s3E+BmOsTPcxYsXsWHDBkRHRyM1NRWWlpbw8/ODUqlEbGwszp49i+DgYL3YKZVK3L59G3FxcRg3bhwcHBxgaWkJhUIhdauQGyZCwsmTJ/HSSy8hKysLSUlJ2LZtGwoKCjBkyBAEBQXh2LFj+Pnnn1FSUoLu3bvD0tISxcXFsLS0xB9//IHc3Fy9ZzVA8+1vVBXGz3CMneFOnz6N0NBQ2NvbQ6fTYdeuXbh8+TKCgoLwyCOPQKvVYt++fTh16hSCg4P1EpxarcbFixcRHBys10+w2bcOrY4JG+qQGfjjjz/EgAEDxIYNG4RGoxH5+fli3bp1QqVSiR9//FEIIUR6erp49tlnxYABA8Q777wjhPirhdrUqVMrte6TE8bPcIyd4bKyskRwcLDYsGGDtOzw4cMiKChILF++XAghxO3bt8XKlStF9+7dxdixY8WFCxfEjRs3hEajEdOnTxczZsyQYil37Ecoc/v27cPGjRuxbt06ODs7Q6FQIDc3F1OmTEHHjh3x/vvvw8LCAtnZ2Vi1ahUOHDgAW1tb+Pv7o6CgAGq1Gjt27JBPf6N7MH6GY+wMd/HiRcybNw+rVq1C+/btparNN998E2fPnsWOHTtga2sLtVqN/fv3Y/369UhPT4ezszNatWoFnU6Hbdu2wdraGjqdTjZ30dWRR0U6VevGjRs4e/YsdDqd9EHi4uICT09PZGdnS40UPDw8sHDhQvzjH/9AXFwcAKBVq1Z4/vnnZfuAHWD8jMHYGe727du4evUqrKysYGVlJcXQ09MTv/zyizTEnIODA55++mk89dRT2LVrF4qKiqBUKjFixAipEY3cYlcVRkDmWrZsCS8vL9y6dQstW7aUvlk7ODhArVYDACwtLaU3VVBQUKX53OTUOOFejJ/hGDvDeXt7o1OnTrh9+zaAv57tlfcbBMqelZbf7SkUCowaNUrvGHKNXVXkfT9M+Nvf/oaNGzciICAAAPSmr1EqlQDKxiQsrzr59ddfKx1Djq3MyjF+hmPsDOfr64v169ejZ8+eAP6KXXmrT61Wqxe7H374odIx5Bq7qvDrgIyVlpZKza3vlZubC1dXVwCQxmp84YUX4OjoiK5duzZqOc0V42c4xs5w5XfO5TGqKD8/H05OTnp3eqGhocjIyMDQoUNl/yywOkyEMlbdN0KdTofCwkK0aNECQNkbb9asWUhJScGePXsas4hmjfEzHGNnuKoaBZUnR41Go7d+5syZuHbtGnbv3l1p4l36CxMhVWJhYYFWrVpJ1VPTp09HRkYG9uzZI7tROwzB+BmOsau9ikmt/F93d3fp/88//zwyMjLw/fffM3b3wftkGdDpdNWuK+89k5iYiHPnzknLPT09kZiYiNDQUFy7dk3WbybGz3CMnWHuF7fyJJiQkKA33+IDDzyAK1euYPz48UhPT5dl7AzBRNiMXbx4ERcvXpRaj92r/M20b98+PPvssygoKJDWtW/fHpcuXUJ+fj7i4+Nl+WZi/AzH2BnuwoUL+Prrr5GXl1ftNgqFAj/++CNmz54tVSMDZeOMajQaAEBcXJzsYmewRuy8T40oKytLqFQqoVKpRGJiohBCSHO2VbR//34RFBQkvvrqq0rr3nvvPdnN6VaO8TMcY2cYnU4ncnNzRf/+/YVKpRLR0dGioKCgym0PHz4sVCqV+Oabbyqt++qrr2Q3n6CxOLJMM3X16lVMmDABSqUSf/75J6KjoxEUFKQ3ioRarUZERAS6d++uN+P3vd8g5fiNkvEzHGNnuLt37yIkJAQtWrTA2bNn8frrr2PcuHFwdHSUttFqtdi9ezesrKzw1FNPScvLW+JW9zvVwNSZmBrGzp07RXBwsDhy5IgYM2aM6Nq1qzh79qwQQv/beX5+vqmKaNYYP8MxdoY7c+aMGDx4sEhJSRH//Oc/RceOHcWGDRsq3RlWnFWejMdnhM2UVquFQqHAo48+irCwMPj5+WHKlClITEyUpqoBACcnJ2kfwcoBCeNnOMbOcKWlpXB1dYWbmxvmzJmDsWPHYvny5fj2229RWFgobVfxLpmxMx6nYWoGxP83PBAVmlM/9NBD6NixIzw9PeHr6wtvb29cvHgRn3/+Ofr27QtPT0+9yToB+U7BwvgZjrEzXFWx8/LyQufOneHt7Q07Ozt07doVBQUF2LBhA5ycnBAYGAgbGxu9eMkxdvWNibAZUKvV0puj/NuhQqGAh4eH9P+KH0ibNm1C79690aZNG5SWliIiIgIuLi7S9nLD+BmOsTPc7du3YW9vL8WuPCG6u7tL29jb26NLly4oLCzEhg0b4OjoiM6dO8PKygqTJ0+Gs7Mz/P39TXgVzQMTYRN37tw5zJkzBx4eHvDz89PrYFv+Uz4yfcUPpM2bN6NPnz54//33cfbsWcybN0+Wwy8xfoZj7Ax34cIFDBs2TBo27t6O8RXZ29sjKCgIBQUF+Pzzz+Ho6IjVq1cjNTUVixcvZoOYesBE2ESVf3tcsWIFjh07hpSUFHh6eqJdu3aVqlsq/u7r64u2bdvi4sWLiIqKgqWlpTSnW2lpqWw+kBg/wzF2hiuPxffff49jx47h6NGjesmwYuwqsre3R69evZCfn4///Oc/UCqVep3l5RC7hsToNVHlb5Zr166hd+/eKC4uxocffoj//ve/0vqKD9EVCoXUSKFPnz7QarUICgpCbGys9GaS0zdLxs9wjJ3hymN35swZPPbYYxg9ejQiIyMRHR0trb+38Uv5746OjkhLS0PHjh2xfft2dpavR4xgEyWEwO3bt1FYWIjIyEhkZWXhww8/xIcffggAGDhwYKVvmOVzu02bNg137tzBtm3bZDuxKeNnOMbOOCUlJdBoNBgxYoT0ReKDDz4AAEyZMqXKu2oAePbZZ3Hr1i3ExcXJNnYNhVWjTZRCoYCVlRXS09PRuXNn9OjRA61atcLx48eRkJAAb29vqaqq4gzgly5dwqVLl/DZZ5/J+hsl42c4xs44lpaWKCkpgbu7O4KCguDv74/8/Hx89tlncHJykqpJK1YXl5aWIi0tDStXroSNjY1sY9dgGq6LIjWG7OxsodPppN/j4+PF8OHDxciRI8WhQ4ek5TqdTqSkpOjty+GXGD9jMHb157fffhOvvvqqUKlUYtOmTdLy0tJSceDAAb1tGbv6xzvCJs7BwUGvKuXBBx/U+3berl07+Pr64oUXXsCVK1cwcOBAaV8+YGf8jMHY1R9XV1e0b98eeXl5+Oyzz9CyZUsEBQVh5syZ+N///oeQkBDpzpqxq38ca7QZqTiWY3x8PFavXg0LCwtYWFggPz8f+/btg7W1tYlLab4YP8MxdoarGLvLly9jw4YN2LVrF7y8vGBhYSHNxSiqaVFKxuNXi2ak4vBVI0eOxNy5c/Hbb7/Bzs5O+iDSarUmLqX5Yvz05ebm1jgvXkWMXc3uvd+o+HvFqaoCAwMxc+ZM2Nra4oEHHsAPP/wgxY5JsOEwEZq5mm7Yy9edOXMGZ86cAQC9Zug7d+6ESqXCl19+KcvGCbdu3UJKSgqSk5OrnNuN8ateQkICRo0ahYyMjCrXM3bVu3HjBs6ePYuzZ88iOzsbwF/dIsp/FAoFjh49ik2bNkEIoVfdGRkZCV9fX2zevJmtQxsJE6GZunDhAk6dOiW1vLtX+Ztp3759mDBhgt6AvACwdOlSpKSkYPv27bJ8M508eRJTpkzBiy++iFGjRmHx4sU4f/68tJ7xq97//vc/zJo1C8888wx8fHwqrWfsqnf69GlMnToVYWFhGDduHF5++WW9/pXl//7444948cUX4e7urnent2nTJqSlpSEmJkZ2sTOpRm6cQ7WQnZ0tOnToIFQqlThx4oQQouqJTQ8cOCAefvhh8fXXX1dat3fvXtlOzpmYmCh69OghPvnkE3H27FkRHR0tunTpIlauXKm33f79+xm/e5w4cUJ07NhRrF+/vsbtGLvKLl68KPr27StWrVolLly4ILZv3y6GDBkiJk2aJLKysqTtjh49Wu2kur///rvQarVCCHnFztSYCM1QRkaG6NevnxgxYoTo1KmTSEhIEELoJ0ONRiPCw8PFd999p7dvxebsQgjpTSUXRUVFYu7cuSI8PFxv+RtvvCGee+45KYZarVaEh4eLrVu36m0n5/idPn1aPPTQQ+LLL7+UllV1/YydvvLrfvfdd8W8efP01n377bdCpVKJCxcuCCHKktv3338v4uLiajxmVV98qeHwntsMJSYmwtnZGe+88w4++eQThIaGYv369ejbt69ULWVvb4/XX38dDg4Oevve+0BdLkNXlSspKUFaWhqCgoIAAIWFhXB0dERgYCBKSkrw0UcfwdXVFY888giWLFkCAFWO4lFOLvG7ffs2PvzwQzg5OWHChAkAgKKiItja2uLatWvYu3cvLl26hLZt26J///6MXQXl133lyhW4ubkB+Gt2+KFDhyIiIgKXL19Gx44dYWVlhWHDht23upNdJBoXo22GSktLodPp0LNnT8ybNw+dO3dGaGgofv75Z2nECSGEXhIU7AUDALC1tYWjoyO+//57AGXjM167dg1r1qxBZmYmkpKS8PXXX2P27NmIj48HwPncgLI4hYSEwMvLC1OmTEF+fj5sbW1x6dIlTJ48GfHx8UhOTsbmzZvx4osvYu/eOGl1GAAAEpVJREFUvQAYu4osLS1x7tw5CCGkLwEtWrSApaUlNBqNtB0n1TU/7FBvhgIDAxEUFARPT094e3vD19cXKSkp2LhxI7p16wZfX99Ko/XzA6lM+ReFH3/8EatXr8b58+fx/vvv45lnnsF7772H8ePH46GHHsL58+eRmJiI/v37w9HR0dTFNimtVgtra2sEBgZCqVQiISEBR48eRffu3bFy5Ur07t0bb7/9NmbMmIFOnTrhl19+wZUrV/Dkk0/CxsbG1MU3G25ubnjyySfRpk0bAGVxvXPnDrZs2YIRI0bgwQcf1BtyDuD71lwwEZpYSkoK9uzZgyNHjqCwsBCtWrWCra0tPDw8UFJSAktLS7Rp06ZSMmzbti1KS0vx7rvvwtHREV5eXqa+FJOoGL/8/Hy0bdsWnTt3Rp8+fdCqVSt06tQJV65cwcKFC+Hq6irFs7i4GNu2bUNISAhatWpl6sswiYKCAtja2sLCwkJKhu3bt4ejoyMSEhIQGxuLtm3b4oUXXoCbm5s0lVJeXh52796NcePGyfZLxG+//YZvv/0W27Ztw61bt+Dp6YnAwEB4eXlJ1cUKhQJqtRqfffYZnn76aWn8VQB47rnnYGtri8DAQBNfCQGsGjWpkydPYsKECdi1axf27NmDF198Ea+++ir27dsHALC2tkZJSQkA4JFHHkFYWBg6d+6MF154AcePH8e8efNw4sQJdO3a1ZSXYTL3xm/OnDmYOXMmDh48iKCgIMyZMwctW7ZEZmYmWrduDRsbGxQVFQEAvLy8EBgYCDs7OxNfhWmcO3cO48aNk6qHy5vqW1tb429/+xumTp0qDa5d3sS//LXo7OyMBx98ULaxO3XqFKZNm4aff/4ZFy9exNKlSxEREYHc3FwA+t0kLC0t9aZWEkJg1qxZyMjIwJAhQ0x2DXQPU7XSkburV6+Kfv36ibVr14qioiJx9+5dcejQIdG/f38xdOhQsXnzZmnbis2oT548KSZMmCBUKpUIDg4WxcXFQgj5tNArd7/4RUdHCyHKBjN+5JFHRGRkpLRvUVGRmDZtmpg5c2allo7NXfn1Ll68WHoN/fDDD9L68tdacXGx+OWXXyrtX1xcLCZPnixeffVV2cVOCCGuXbsmBg0aJNatWye0Wq24c+eO+O6774RKpRIxMTGVtr9586bo0qWLOH78uBBCiBkzZoihQ4dK71t2kTAPbDVqImlpaWjVqhXGjh0rjcE4cOBA/Oc//8HSpUvx+eefw8LCAhMnTtTrWNujRw/cuXMHQUFB+Oqrr2Tb6fZ+8du0aRNsbGwwbtw49O3bFzExMTh//jw6d+6MM2fOoKCgADt27JAGLJBLK72KLRz79OmDW7duYfny5VAoFBg6dKjenWHPnj0BlLVivnjxIqytrREXF4ecnBxs2LChxhnVm6vU1FS4uLggJCQEFhYWsLOzw7Bhw7B9+3YcOHAAISEhUovR0tJSKBQKODk5ISsrCy+++CKuXr2qN7O83N635koe734zpFarcenSJeTn50sfKDqdDh07dsS7776LVq1a4auvvpJGpbCysoJOp8OUKVNQWFiIL7/8UrZJEKhd/D7//HMkJibigw8+wPjx46HVanH+/Hl06NABO3fulD6M5JIEgbKquby8PBQWFiIsLAxvvfUWbGxs8PHHH0tV8lZWVlJVXmlpKQ4fPoyoqChs2rQJLi4uejPLyykJAmXdTJKSknDnzh3p2h0cHODr64usrCwAf3V9sLS0hKurKzp06IAFCxbgypUrTIJmio1lTESr1eLgwYOwsLBA586dYWtrC6Dsg8rd3R0dO3bEN998gzt37mDYsGEAgOTkZKSmpmLDhg2yfzPVJn5bt27Fn3/+iaeeegqPPPIIRo0aheDgYAwZMkRqICK3+CkUClhbWyMrKwsPPfQQunbtCk9PT/zvf//D0aNH4eHhgfbt20OhUEjx6dq1K4YOHYqxY8di9OjRsLS0lGXsACA7OxtnzpzBkCFD4ObmJt0RHzlyBFlZWRg3blylLwd5eXmwtbVFdHS07N+3Zst0tbL0+uuvi+7du4sff/xRelag0+mkUSV2794tOnXqJM6ePSuE0B9tgs8Wah+/M2fOVNpXjs+3Kvrzzz/1Xk8HDhwQwf/X3v3HRF3/cQB/Hj/SA/WQTpT5o1wQSZk/qitIVifM0Fj+0Q9LWm21ytrI0vqD5SoXy9UKVy5QW7kluWlOtuRi2jhWaA0QqqkQP64lRGkSvzoOkLt7ff9g9/lyCCZv4Q74PB//8TmOfe65+/B6fz7vXxkZsmbNGjl27Jh2/NKlS1JXV+f3Xr2vetLU1HTZse3bt0tmZqaIDPRBiwx8x3zXru/7xut2YtLPM6EJxLeIdk5ODuLj45GTk4OKigr09/f7tSYTExMxc+ZMtLW1AfBfbULPLcrR5ucbzTeY3h7pDWU2mxESEqI9ArVardiyZYv2mLSkpAQA8NJLL+HLL7/0e6+eHiUP5vveDbcQeUdHB6KiogBAm1v5/PPPY/fu3dpdo4jo+rqdyPT5jQ4y3z+gadOm4d1334XZbEZ2djZKSkrQ1dWl/aMxmUwwm83aYz8awPzGzuCh/VarFa+++iqmT5+ODz74ABkZGXA4HNi2bVuQz3JiuFIDwOl0atNLRAQvvPACfv/9d3z00UcjLkFHEwf7CIPEd1HMnj0bFosF1dXVOHDgADo7OxEREYGOjg7s2LEDbrcbmzdv1m0rfCTMb+wMHv25ePFixMbGoqCgAIsWLcKRI0d0OahotE6ePAmDwYD09HQ8++yzaG5uhs1mY3aThEGEi91NFNu3b8epU6fQ0NCAJUuWIDIyEvv27UN4eLg2JJtGxvzGxosvvoiWlhbuiTcK+fn5KCwsRGxsLFpaWlBcXMyBMZMIC+E4Gjw/7Upz1Qa/1tbWhj///BMzZ87EwoULdTu6EWB+1+JqsxsqJycHZWVluh7mr5LdN998gy1btmDZsmUoKCjQbXaTFQvhOPFdQJcuXdI6z+UKk49HuuD0NNl7MOanbrTZDVZaWoqUlBTd3gleS3Z5eXl47rnnWAQnIfYRjhPf2oxPPfUULly4AIvFcsWLaaTX9NrBzvzUjTY7AH59hCEhIfB4PLr8R66Sna8P8K677tL1HMvJTF9N5QDr7OxEf38/HA4HAO49NlrMT91os9PrprrDGW12Q4sei+Dkw0I4jsxms7YBrG9TXWBg2arBfPOTyB/zU8fs1DE7/WEhHCNut9vvZ98u8vfccw/S0tJw9OhR9Pb2wuv1IjQ0FG1tbSgsLAQwMD9J7xcV81PH7NQxOwJYCMdMWFgYXC4X9u3bB4fDoe1DNmPGDKxcuRJlZWVwuVzaKEabzYbs7Gzs2rULgH5X6/BhfuqYnTpmRwAHy4ypjz/+GLt27cLhw4fR1dUFj8eDG2+8EStWrEBpaSnOnj2L1NRUhISEIDIyErGxsdqK/7fddluQzz74mJ86ZqeO2REL4TXweDx+LcLk5GSkpaXBbDajqKgIx48fR2VlJa6//npERUWhtbUVy5cvR0REBKKjo3HHHXfghhtuQHt7O5YuXRrETxIczE8ds1PH7GgoziNU5Bsi3dvbi4qKCrS3tyMpKUlbzNjhcKChoQH5+fkIDw/HP//8g7/++gvvvPMOHn30Ue3vOJ1OzJgxI4ifJDiYnzpmp47Z0XB4R6jAN8fK6XQiMzMTJ06cwMGDB2G32xEZGYn4+HiYzWbExcXh8ccfx7x58xAZGYnGxkZ0dXXBarUiPDwcBoNBm7SrJ8xPHbNTx+xoRAHZ7GkKcrlckp6eLq+88op0dHRIa2urLFu2TDIyMuTIkSPD7jtms9lkxYoV0tjYGIQznliYnzpmp47Z0XA45OkqdHZ2ore31+9YYWEhjEYjdu7cCZPJhPfffx9z587Fv//+iw8//BA2m+2yibjr1q1DdHQ0qqurA3n6Qcf81DE7dcyOrhYL4X/47bffsH79ehQXF/tdVFVVVTAajQCA7Oxs1NTUoLCwEF999RU8Hg/y8/Oxc+dOvP322zh79iwAoLu7G6GhobrqW2B+6pidOmZHo8G1gP7DrFmzYDKZkJubi/DwcKxevRoRERHYsGEDrrvuOpSVlaG6uhrvvfcejEYjIiIikJaWhtLSUhQWFmLOnDnaxqY2mw3t7e26GnLN/NQxO3XMjkYluE9mJ4eLFy9KZmamWCwWOXr0qDidTu21vLw8WbVqlfT09GjHcnNzxWazSU1NjXg8Hu24zWbTZT8D81PH7NQxO7pafDR6Bb7ll2bPno233noL4eHh+OSTT1BaWgqXywUAMBqNaG1tRWVlJQCgt7cXdXV1iImJwZIlS7QVKYCBvoabbropOB8mCJifOmanjtnRaHH6xAgGD7V++umn0dzcDLfbjYsXL+LkyZOYP38+Fi9ejMjISFRVVcFms8HhcKCgoABdXV3IysrSJu3qcRkm5qeO2aljdqSChXAIr9cLg8Ggbc65ceNGxMTEYNu2bXjooYeQkpKCX375BV9//TUWLFiA5ORk3HzzzWhvb0d9fT3mzZuHvXv3Iiws7LIVLPSA+aljduqYHV2TYD+bnSiqqqou6weoqKiQ5ORkqays9Dt+/vx52bBhgyQlJUlRUZF23OVyidfrFREZdj7SVMb81DE7dcyOxgKbPQA6Ojrw5ptvoqyszO94REQEXC4X6urqtGMigrlz5+L111+H1+tFXl4eDh8+jN7eXhiNRhgMBni9Xl1tzsn81DE7dcyOxgofjQKYPn067r33Xtx///1wuVw4f/48TCYTPB4PSkpKcO7cOdxyyy2IiYnRNumcNm0aTpw4gebmZjidTjz88MPa3xu62/dUx/zUMTt1zI7GTHBvSIPP90hERMTj8cimTZskISFB6uvrRUSkrKxMEhMTZdOmTXLmzBntd//++2954403pLW11W+otd4wP3XMTh2zo7Gk+ztCEYHBYEBPTw/cbjdMJhPq6+uxf/9+pKSkYOXKlVi0aBE+//xz1NbWoru7G263Gzt27EBrays2btyo7VStxxYl81PH7NQxOxpLui6EHo8HoaGh6Ovrg9VqRWhoKB555BHExsbi559/xoEDB3DfffchOTkZt99+O44fP45vv/0WdrsdRqMRX3zxBcLCwuD1enU5yoz5qWN26pgdjbng3pAG3oULF/x+7uvrkx9//FGysrKkra1NO26322Xt2rVisViktrZWRERaWlrk9OnTUlFRoT1W0dsoM+anjtmpY3Y0nnRVCH/44QdJSEiQmpoaERnoZ3jmmWfk1ltvlSeffFI6Ozv9ft9ut8u6devEYrHIr7/+etnfc7vdATnviYL5qWN26pgdjTfdFMLy8nJZunSp5Ofn+x2vra2V9evXS0JCghw6dEj6+vr8Xrfb7ZKRkSEJCQnS1NQUyFOeUJifOmanjtlRIOiiEJaXl0tiYqJ8+umnfsd9j0kaGxslNTVV1qxZI999991lLcbi4mLZunWrbluSzE8ds1PH7ChQpnwh9F1Me/bs8Ts+tI+gvr5erFarpKenD3tRjfS+qY75qWN26pgdBdKULoSnTp2S5cuXay3K4TrKt27dKuXl5SIi0tDQIFarVdauXSvff/+97luSzE8ds1PH7CjQpuTYYRFBf38/srOz0dPTg/j4eADQFuT1LaO0efNmnD59GgsWLAAAxMXFYe/evXC73Xjttddw5syZoH2GYGJ+6pidOmZHQRPcOjy+zp07J6tWrZLU1FQpLi72a1FmZWVJRkaG/PHHH5e9r7a2VrKysnTfsmR+6pidOmZHgTZlC6Hv4mlqapKkpCRZvXq12O12ERF5+eWX5cEHHxz2YhpKrxcV81PH7NQxOwoGg4hIsO9Kx4tvBYrm5mY89thjmDVrFqKjo+F0OvHZZ58hJiYm2Kc4oTE/dcxOHbOjQJuSfYQ+oaGh8Hg8WLhwIQ4dOgSXy4WffvpJ27QTGNjQk4bH/NQxO3XMjgJtyq81GhISAo/Hg6ioKDzwwAMoKipCTU0N5syZg7i4OG0fMi68Ozzmp47ZqWN2FEhT+o7Qx9fCnD9/Pg4ePAin04nc3FwcO3YMALjw7n9gfuqYnTpmR4EypfsIhxrc9/DEE0+gu7sbu3fvxt133x3sU5sUmJ86ZqeO2dF401WTanDfw/79+2GxWHDnnXcG+7QmDeanjtmpY3Y03nR1R+jjdru1ybnA/1ucdHWYnzpmp47Z0XjRZSEkIiLy0dWjUSIioqFYCImISNdYCImISNdYCImISNdYCImISNdYCImISNdYCImISNdYCImISNdYCImISNdYCImISNdYCImISNdYCImISNdYCImISNdYCImISNf+B4wCrMD3RW5cAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 520x373.75 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 520x373.75 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,figscale=0.65)\n",
    "mpf.plot(daily,figscale=0.65,xrotation=20)\n",
    "mpf.plot(daily,figscale=0.65,datetime_format=' %A, %d-%m-%Y')\n",
    "mpf.plot(daily,figscale=0.65,datetime_format=' %A, %d-%m-%Y',xrotation=90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Setting linecolor for a line plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily, type='line', linecolor='#00ff00')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### tight layout:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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m76gQIi5Ul+BG0ti2bT5tMsc8TGHpMro+OPiJatwyOudaK50edeL8smLo9J4XIu8+P4EhkUa1ubk0/ZqCRnr00UeZO3cuU6ZMYcmSJTzxxBNs3ryZW265hWAwSCQS4S9/+QtTp07F6ay6hGBhYSE33XQT33//PbNnz+b1119n4MCB3HXXXaxevTq237x585g3bx533nkn7777LtOmTWPevHksXLiwpborhBCiiUW05mnzCHsJAZCJlTuNTGwNDPKODRayb0yg63WJFYK8f3CY/f8o4cArnrgN8hBnV/ThcJjly5czefJkrrzySgC6d+/OtGnTuPfee9m2bRsOh4O3336bl156iZdffplPPvmk0nmWLFnC/v37efHFF+nWLTrh5sEHH+TDDz/kH//4ByNGjMDn87Fo0SJuvfVWrrrqqthz7dixg4ULFzJx4kQcjibOQyiEaBCPx4PX60FXMaepsUPs69Zvx+1umowlu1WIM/82l1B+AdtUkEHa3eJV0Do6rTV/13l8jR8ANwa/MDqT1IBldLbtBul/dpL4bsXZ+cH+EeyzLOz/QQmtO82ubuIq0FutVlauXFlpu2FEBx5sNhtZWVksXryY1NTq77Nce+21XHjhhWRlZVU4R2ZmZux+3JdffonX62XUqFEVjh05ciQLFy7kyy+/5JxzzmmKbgkhGikxMbHaxxo7xO52uxv9ZUFrzfu6mH/ZCuk05nwA5lFEWqSEH0Yc/DDiJLNcjVG5/998lutiPtIlQHQZ3Z1GJicpW80HncC6xyD9CSeJi20os+yLWqhHhLz/8+MZH6J3j1TYB20h0sdVoK/Kli1bmD9/PqNHj2bAgAF1OsZut1cI8gD79+9n69atTJ48GYDc3FwAevToUWG/4z/v3LmzxkCvVPRfe3K8P+2tXyB9a6u8Xg9n9qu5JGxD+l3+mMZ+lkt0hL/pY2zUvmid03Lylckyq49lVh8Fn33Bwdff4ciS5Wzfvr9CO9rja9ccfavtdfvC9PB6uWV0txmd6G9UfYu3KpbDitQ5TpJftqNCJxSc+aWf4uujFeXi4XWrz3PHbaB/7LHHeP7554lEIkyYMIH77ruvwecKBALcfffdpKamMnHiRABKSqLf+BISKn6zPn7lcPzx6pycnVrp2PaiV5dGzkqNY9K3tsXjKbsSO3ToUJWfuYZ8Dsuft1eXhn+WN/lL+P3R/RzRodi23f/vOYo3beaka68gfdS5KEv0Sj717B+QevYPOOWR+3jVUcSliekMdCTE2tBeNWXfanrdtgQ8LDp0LHaBfWtKFhNST6r9pCXACuDfwMtA+UUYacCvwXqnQabbTSYVb/G05utW/ndRm7gN9JMmTWL8+PFs2bKFJ554gtzcXBYuXIjFUr/7LCUlJUydOpVvv/2WZ599lrS0pqlQtOtAAS5XqPYd2xClom/c3P0FVd4Lbcukb22T1+uJ/f+RohAloSo+cwUFjTpv7v4C3O76fZZNrVmiC3nLLIwFlkQMbgolcv2svwDw75nzCEUcfK4DrLMEOKSik7UsCW6WefJZ5sknAyvjUjpxmsdKp/j9c9wgzfG+rO51O6JDzIwcjC2jO0clMKLEwU5P1e8N604D9wob7hVWXOusFXLRA5huTeGUAIW3l6arzSf6rxn7Vl/lfxe1idt3Vnp6Ounp6fTt25devXpx7bXXsmzZMi677LI6n+Pw4cNMmTKFvLw8XnrppQpD/0lJ0YQJJSUlFSbiHL+ST05OrvHcWtPu/qgeJ31rm9pj38r3pyn715jzFuoIfzWP8k3pZC+A/jiYYmRgNwOxbS6Xm06uBC4HxmlNLkHW6BL+oz34SgPSUcI8V3gIgAE4OU8lMFS5m6XISmtp7tfNq02eNI9QVFpZvh8OblGdABXbX/nB+Zk1Ftztu6q+YDQdmqKbghT83E8ks/TgGtremp+5+jxvXAX6vLw81q1bx7Bhw8jMzIxt79cvus51x44ddT5XQUEBt956K1pr/vnPf9KlS5cKj/fu3RuA3bt307lz59j24/fu+/bt2+B+CCHiQ3VXPdUlyanNZu3jr+ZRikuDigIuVymMUykYSuElUOVxSil646C3cnCdTmO99rFWl7AlVhEdtuJnq/bzss7jByqB81QCfXGglJKUvdUIa8188wgHSpfRnYSVn5Uuo7PuU7hX2nB/aMO1xorhq/qmdqibiXdMCO+YEL5zw81WE741xVWgDwQC5OTk8Ktf/YopU6bEtm/duhWg0gS76mitueuuuwiHw/zjH/+gU6dOlfY566yzSEpKYsWKFfzgBz+Ibf/ggw9ITU1l8ODBjeyNEKK1HQ+OjRXRmrd0Ae/qolhgTsHCFCODAaruk70A7MrgbJXA2SSQT5itSRHeKTjKYcIA+NGs1iWs1iVkYeVclcjgE2f5tXN1+YKm0byoj7G1dGQlJWTwwIaudF3pxP2hDce2qq/atVXjHxbGOyaMZ0yI0ClmpUmU7U1cBfrs7GyuvvpqFixYQHp6OsOGDWPfvn3MnDmTzMxMLr300tL1tNEX2+/3Y5omR44cAcDpdJKUlMTSpUv57LPPmDdvXoXHj8vMzMRut/Ozn/2M2bNn069fP4YNG8Znn33GK6+8wvTp07HZ6rccQwjRPh3TYRaaR9lR7mr9DJxMMjIatDa7vHRl5aaUDM4ptvOtDrBGe/hCe2LX+YcI84Yu4E07DHxhPvv//i90W1jP1Uh1+YL2vsXHlsNBLvkojeErkznvk2RsRVXf8ghnmnhHh/COCeM7P4RZ853ZdieuAj3AjBkz6Ny5M/Pnz+fQoUNkZGRw1llnkZOTQ3JyMnPnzuWpp56qcMyIESMAGD9+PLNmzYplv/v5z39e5XNs27YNgJ/85CcYhsFTTz3FwYMH6dKlC9OnT2fChAnN2EMhREvZtG1vldu9Xm+1qW/LW6+9PGsew1s6VG8BrlapXKSSmzQRjlKKU3ByinJyg07jS+1ljfbErla1gvSR55I+8lyeNAu5Uds4WXW8hF4JJDCUocz75b+xXmPl7o1VJzrSShMYEsE7OoTnwjDB0yNxmAe25Sit29v0nebj8Xhiy+++2r4Xl6t93SdTCnp3TWXnvvY3e1v61jaVvzfdlJ+52u55h7TmdZ3Ph6X1ywEysHC7kUnvGgJsfe+l1/baHdVhPtUlrDaLOabKCqUo4DyVyNUqleRGjio0l8a8L71eDyoIzq02XF/ZcX9lw/W1HccOa4UENuVFUky8F4Sj99svCGOmN9+HIR4+c+XfayUlJTUuEY27K3ohhGhNh3SIp82j7CYY23YWbiYanXC38Gz4DGXlcpXKaL+VC6feSJ8H7sbd52Q0sFqX8F/tYZxK5UKVhLUtZ92JgH27gWOjFcdGC46NiTi2WiokranKgdMCOMaY+MaE8Q+JSESrhvxahBCi1Gemhxf1sdg9citwnUrnApWIasVAaqA4tuIT8j75lNnffMMyqxcfGh+a13Q+n+hirjPSOVO1gSnjGqy7DJwbLaVB3Yrja0u1s+KPi1g1Owb42DrQyzeDvRSODDGxS3rb/oLTQiTQCyE6vIA2eUXn84kuy4iZhZU7jEx6KHsNRzat2mab61CYMREX59vTeFMXsFpHi6ocJMyT5mHOxMV1Rlq9c7s3J8sBhX2DtSywb7JgKax5ZEQrTaivSWBQhOKBIf555jHePbWAkDP6BWwwLiYbGRLk60gCvRCiQzugwjxvHmQ/ZdnxzlEJTFDpOFt4qL6uywFTlIWJqhOjdCL/MPNjKwK+wscW08ePVDLjVAquFm6/KgbnRiuO9RacG62wCXoeSKn1uFD3CIFB0X/+QRECZ4TRSbBfB5lnHuFQ6dJDBVylUhnbxJMh2zsJ9EKIDiv7uvH82VYQC/F2FBNUOucZ1VfLiycnKwe/NrL4j/byus4nnwgRYJkuYq0u4RqVxrkqoXmCYhjs2yw411uigX2DFdu3BkrX/FzhTLM0qIejgX1gBLNT5Rlt/9Ue/mYeI1B6G8WNwe1GBme0hdsTcUYCvRCiw/FjcuqTfyTryrGxIN8NG3cYmWS34rB3Q5YDKqU4WyUwWLt4Vxfxni4kDBRj8pw+xkpdzA1GGn3rmdinAg3W/QrHeivODRYc6604vqr9vjop4D0zVO5qPUwkW9eYoMbUmsW6gPd0UWxbd2z8zMgkM45uSbQlEuiFEB1Kvg7zpK2QrCvHxraNUolcp9KwN3Ko2+1O4Ls9+bXvWMPxDeVQBlepVM7TCbxuFvDf0jJs3xNklnmIs1UC16pU0lTtf/ZVSbkh+PVWHBssWA/Xcl/dqgmcGiEwOEJgSJjA0Ajdz0/m4AFPnZeglegIC82jbClXR+Bs5eYW1ald5f9vaRLohRAdxj4d5EnzMHlGtJJcuKiYKa4unOdMb+WWNZ1MZWOqJZNvtI9XzHz2lY5ZfKY9rNdeLlMpXKKSsR0fzg+XLm1bb8VZGtjrMgQf6h7BPzhCYEgE/5BoUprjeeIbkv/gex1gvnmEY0RfGwP4X5XGhSqpVVc8tAdNGuiDwSB2e8vNUBVCiLraqv3MMw/HKsf59uzjq1t/zpClq1u5Zc3jVOXiN4aTj3UJb5oF2I8YdM91EMw12JYb4Qe5CWTutGP73qh1vXokSRMYHCYwOBrUA4MjRDJ1xVUCmlgt9/oWDVprlvCiziNU+tokYTDVyKRfY243iJhGBXrTNHn99dd555132LJlCz6fjy1btgBw9913c99991WoDCeEEK1hnVnCs/r4tSKcjJ1pPc8mZdX6Vm1XU1MlYNtpwb7TwJZrYNtp4aadSdyW2xVLcd2GvrVVEzz1+NV6GP/gCKE+ZpUpZBtbNCisNa/qfFaUy0DYGzs/NTJJr8MtBlE3Df5N+v1+pkyZwhdffAFEK8YdH17xeDwsWbKEL7/8kldffbVCyVkhhGgpWmve1UUs1gWxbQNxcYeR0Wbv+aog2A4Y2HYa2HZYsJcGdNtOo9b76CcK2k329grgPSWCZYhJwmAIn2m2SKnWAh3mafMo35YrFjRKJXK9Si+7rSCaRIMD/YIFC/j8889RSjFo0CA2b95MOBxd6+j1enE4HBw8eJD58+fz8MMPN1mDhRCiLiJa83edx0flkuCMUoncqNKxtJVAosG23aDTygQWs5gzOIO+g7ugInVvv1aacHeTUC+TYG+TUO8IW3r5eOXko2zr4keX+26QiMFA5WKIdnMazlq/DNVllYDX6600GW+nCvE3WzFFpfn7rcAElc75RlKd+yXqrsGBfunSpSilmDNnDhdddBHDhw+nsLAQiJaBfeGFF7juuuv46KOPmqyxQghRFwFt8rR5lE34YtuuLk20Eu8Tu6x7DFxrrLhWW3GttWI9Eg224xkf3SFS9XHhjGgwD/WOEOpdGtj7RAj3MNEn3OruhoVf6M4s00Us1YUES++Nl2CyVntYqz3YUZyGk8HKzSDlqrIkb11WCZw9uOKywC43/S99f3MPRulSuTQsTK2lWJBonAYH+oMHD+JwOLjooouqfHzQoEG4XC4OHz7c4MYJIUR9FeoIc83D7CotSmMBblWdOCdek+AchoS3bNHAvsaKbXf11ehKKMFymp1wH6LBvHckGtx7mZip9SujZlOKMT4rvxo2gvTR53PjE3/mG0solqAmiGYDPjZoH0pDXxwMVm4GKxdZDVjPbjgcnPL7+8n+8ZWxbf1xcIeRGbcV+NqLBgf6hIQECgsLOXz4cJUT7jZv3ozP5yMlpfb0h0II0RQO6hB/MQ9ztDRlqgvFz4xMTo2jbGqqGFzrokHdtcYGWyGLqq+MzQSNb3iYomFeLp01kq/4ik9f3obbXUUddm/1V9g15dAPFxVz+K2l/ORPC7HZ3HyDnw3aywbtpYjo0LoGviXAtzrAazqfLtgYolwMVm5Oxl7jKMlnG7bjczlYZCtmjxGObR8TdnGdPbPt3EZpwxoc6AcPHsyqVau4/fbbufXWW2P35z/++GO2bt3KCy+8gFKKM888s8kaK4QQ1flW+3nKPIKnNDilYeGXRme6tmBRmqooPzi+tOIuvWJ3bLRUe49d2zX+oRF854XwjoimiMUWDdSbZm0CqDZDHlBtsp66zo63KcVAXAxULm7S6eQSZH1p0IbARewAACAASURBVD9IWZDeT4j9OsQSXUQaFgYpF0OUm/44KxWa2Z1g5XlbISWlr4sdxa2qEz90NDw5kKifBgf6SZMm8fHHH7Nt2zamT58e237HHXcA0dmuhmEwZcqUxrdSCNGu1Va1rTZfaA9/NY/GQlE3bPzC6FynLHBNLgKOTZbSK3Yrzs+tGIFqArvSqLMUBT/04z0vjH9YuEVmvNeFoRR9cNBHObiWNA7oUOmVvo+dsQF+yCfCKl3CKl2CC8WZysVphgVLUiJdbriG+dai2L6ZWPmZkUn3Vv7y1dE0+FMwbNgwZs2axYwZM/B4Kn9I3W43Dz30EGeffXajGiiEaP8asx57uVnEazo/FkxOw8lUI7PlK7eVQMoiB6mLHFjyq3/u4CkRfOeF8Z0bxn9umJNPTyFvn7/OaWLXrd9e9dB9DRqSQ/9E2cpGtkphLCkU6ggbtZf12sc3+GJfsHxo/qO9/McGIzZ8hLJYYq/LmbiYbHQiQe7Ht7hGfd294oorGDVqFB9++CHbt2/H4/GQmJhI//79ufDCC0lKkqUSQojmYZYmW/mgXLKVc1UCt6hOLVqnXPkh+UUHafMcWI5VDvChLia+80L4RkSDe+SksojekGa63e5658RvTA79qqQoCyNVEiNJwq9Nvi6dtLdJ+/CWDtErS1lAv1ylcLlKkdKyraTR41opKSlcffXVTdEWIUQHVd8rzqA2WWQeixVugWgwuUKltNzyuRAkvWon/S9OrAfLArw2NJ5LQvhGhvGeFyZ8slljtba2zqkMfkACP1AJhLXmW/x8Hixi2YEdGFYr0zL68kNnams3s0NrVKAPBAIsWLAAm83Gz3/+89j22267jT59+nDXXXeRnJzc6EYKIdq3+lxxFusIT5lH2FGaUc0Abm7JZCsRSHzbRvrjTmzfVxyGLr48SP7d/mjK2A7IqhSn4qJnxOS35/8PAAu3V/0lTrScBgd6n8/HjTfeyNatW7n22msrPJafn8/LL7/MunXr+Oc//0lCgsyuFEI03pHS5XOHSu8KO1BMNTI5oyWWz2lIeM9G+p+d2LdXDPCeH4XIu8dH8LSOGeBFfGvwbJVFixbxzTffoLXG5ar4IcvKykJrzY4dO3j66acb3UghhNilQsw0D8aCfAoW7jNOav4gr8H1kZWu4xI56faECkHee16IvW8Vc/BZjwR5EbcaHOjfeustlFI89NBD3H///RUee/rpp/nNb36D1pply5Y1upFCiI6t04UjmWMtpLh0olc2Nu43TqJHMy/Tcv7HQpcfJ9LlpkScm8oGQP1Dwuz/RwkHXvEQGFpNTloh4kSDA/2BAwdwOBxMmDChysdvvPFG7HY7+/fvb3DjhBCiy00/5oyFszleMr0fDn5tZNGpGdfI27+ycNItCXS9JgnXZ2XPEzg1woG/lbDvrRJ8I8I1nEGI+NGoFLhFRUXs37+fLl26VHo8NzeXYDAoKXCFEA2iteY9Z5B+v38gtu2Hys1tKqPZypjathukP+4kcWnFkYJgrwh5v/LjGRdqxOVRfKspOVFTL88TLavBgX7gwIF88skn3HbbbUyZMoXTTjuNxMRECgsL2bRpE4sWLUIpxemnn96U7RVCdABhrXlBH2OtLkvGdalK5mqV2ixrsa3fG6T/xUniYhvKLDt/qKtJ/i/9FF8bbILFyPGtIal1RdvQ4LfubbfdxurVq9m9ezcPPfRQpce11iilmDhxYqMaKIToWALaZIF5hK/xA9El6NPSujKo2Frn7HF1ZTmoSJvjJPkfdlS4LMCHM03yp/kpujEIUj1VtHENDvTnnnsuDz74ILNmzSIUClU+sdXK3XffzahRoxrVQCFEx1GsIzxZrsSsFZhiZDA+OYOdxQVN9jyWw4rUpx0kP++okIc+kmJSMDVA4W0BdP2yzLZ5DUmtK9qGRg1GTZgwgQsvvJC3336bzZs3U1xcTEJCAv379+eKK66gR48e9T6naZo899xzLF68mN27d+NyuRg+fDj33nsvXbt2je23du1a7rnnHgDWrFlT6TwHDx5k1qxZrFmzhkAgwBlnnME999zDkCFDYvsEg0Fmz57NkiVLyMvLo3v37kyePJlrrrmmAb8NIZqG1+uJ5X7ftG1vh7k/euIaeReKO43ODDCcTfYctm8NUhc6SFpsRwXLAryZoCmYHKBwSgAzpYmHDdqIhqTWFW1Do+86nXTSSdx+++1N0RYAHn30UV599VUeeeQRhg4dyu7du3n44Ye55ZZbePfdd7FYLMydO5dnn32WjIwM/H5/pXMEg0Fuu+023G43ixYtwuFw8MILL/CTn/yEt99+m+7duwPw8MMPs3LlSmbOnEmfPn1YtWoVDz74IC6Xi8suu6zJ+iSEqNluHeRJ8zCFRJeqpZaWmO3WFMvnNDjXWUhd6CThA1uFh0yHpuiWAPk/D2B26pgBXrR/dQ70+/fvx2KxkJWVFfu5rqqalV+VcDjM8uXLmTx5MldeeSUA3bt3Z9q0adx7771s27YNh8PB22+/zUsvvcTLL7/MJ598Uuk8S5cuZefOnbz77rv07t0bgBkzZrB69WqeeeYZfvvb37Jv3z7eeOMNZsyYwZgxYwCYOHEiGzdu5Mknn5RAL0QL+Ub7mGcewV9a5+wkrOQ0xfK5MCS8ayP1aQfOjRXPFUnSFE0IUPiTAJFsCfCifavzJ2nMmDGkp6ezdu3a2M91KR6hlGLLli11a4zVysqVKyttN4zoehabzUZWVhaLFy8mNbX6IgmffPIJPXv2jAX54+c+99xz+fjjj4HocL/WmgsuuKDCsSNHjmTJkiXs2bMnduUvhGge/zE9LNJHOZ5ypg8OphmZJDailKnyRIvNpP7VgW13xfOEupgUTgpQdEMALcU1RQdRr6/M+oQpryf+3By2bNnC/PnzGT16NAMGDKjTMbm5uVUG6Z49e7J48WJ8Ph+5ubnY7fbYCMVxx+cV7Ny5s8ZAr1TDSkzGs+P9aW/9grbVt/JtrMv7rC31rbz3zSJe0WXLtgYpF3cYGThOqCNf1/5ZDiuSn3WQ/IIdS2HFcwROD1N4R4CSy0NQOnofD7+uuvatvu+J+j5/WzlvvIiHz1x9nrvOgf6qq64iMTGxws/NWQ7yscce4/nnnycSiTBhwgTuu+++Oh/r8Xjo1q1bpe3H219cXExJSUmVxXbK71OTk7NT222xnl5d2m9JybbQN4+n7D5yry51f5+1hb5BtI78woID/LOoLMj/T2I6OendsNTwN6Xa/n0DPA68CKWT9ctcAtwDjjFWOisrnRvZ9uZS22vX0PdEbVrivPK3snmU/x3Xps6BftasWTX+3NQmTZrE+PHj2bJlC0888QS5ubksXLgQi6XhQ3pNadeBAlyuyssK2zKlom/c3P0FTb5eubW1pb55vWVJYnL3F+B21/w+a0t9C2vNc+YxPi2XCOdylcKVvkS+319Y5TFV9q90gl3K05Un2GmrpuSqEIW3+8sKzcRpJu66vnb1fU/UVUucV/5WNo/yv+PaNHi2S05ODqZp8pe//KVZruzT09NJT0+nb9++9OrVi2uvvZZly5bVaZJcUlISHk/lX0JxcTFKKZKTk2vcByA5ObnG59CauP+j2lDSt9ZVvn31aW+8981fmghnc7lEOBNUOheU1pGvre1agw7VMsHupuga+NgEuzj+fZRX22vX0PdEXZ63Oc7rciWwY28+vbumsnNf/H8BbajW/MzV53kbHOhXr15NOBxu0iCfl5fHunXrGDZsGJmZmbHt/fpFUzPu2LGjTufp3bs3X375ZaXtu3btomvXrjidTnr37k0wGOTAgQNkZ2dX2Aegb9++jeiJEKK8Ih1hzgmJcG43Mhmq6pigpQSS/2YnRSbYCVFvDS7PMHbsWHw+Hx9++GGTNSYQCJCTk8Obb75ZYfvWrVsBKk2cq84FF1zAnj17+O6772LbgsEgn3zyCaNHjwbg/PPPxzAMVqxYUeHYDz74gP79+9d5SaAQbYXX66Fv9zT6dk+r17BfY897WIf4o3kwFuTdGNxtZNUpyBt5irRHndADMn7jrhDkA6eHOTTHw+7VRRTeLkFeiOo0+Ir+iiuuID8/n5ycHEaPHs2gQYNITU2NLYUr76qrrqrTObOzs7n66qtZsGAB6enpDBs2jH379jFz5kwyMzO59NJL8Xg8sSpLfr8f0zQ5cuQIAE6nk6SkJC6++GJOPfVU7r33Xh555BESExOZN28eoVCIyZMnA9EvDTfeeCNz5swhOzub/v37s3TpUlauXMmCBQsa+msRjdBRM8K1JydWQNutwjxtK6RYRccZ00oT4XStJRGO8kPK3xykPuXEUlxx1NA7KkTBTwP4zgvHx9R5IeJcgwP9zTffDESX2C1fvpzly5dXuZ9Sqs6BHqKJbTp37sz8+fM5dOgQGRkZnHXWWeTk5JCcnMzcuXN56qmnKhwzYsQIAMaPH8+sWbOwWq389a9/5Y9//COTJk0iGAwyZMgQXnzxRU466aTYcdOnTycxMZFHHnmEvLw8evXqxezZs2NX/UKI+ilfAS1txHBO/3+PY7VHv7B1wcYvjc6k15QIx4TEt2ykP+rCtq/cRYMNiq8KUjDFT/BUs7maL0S71OBAX34NfVOup7fb7eTk5JCTk1Pl49OmTWPatGm1nicjI4PHH3+8xn2sVmuNzyWEaJjOV17GgD/PwLBFZ8QX/OdL/jL8ihoT4Tg/tdLpd06cX5X9WdKGpvi6IMl/cnBEedvtpC4hmlODA/0f//jHpmyHEKIdWLd+O+uS4E1r2RD+wIidWwZdVG2Qt31n0Gmmi4T3Ky6T814Q4tj9PkKnmSR3dcC+Zm26EO1WgwL9F198QW5uLgUFBXTr1o2xY8dKulghOjqlWJZkstJaVmhqlEpkgi0dw175ZrrlqCLtCSfJf7ejImWPB06NcOwBH75R0Sp2chteiMapd6D/zW9+w2uvvVZh25w5c3jwwQe5/vrrm6xhQoi2Q9msDHjstxWC/JUqhXEqpdISXOWDlL86SJvvxCgpeyycZZJ3r5/ia4IQH3mxhGgX6hXoly5dyquvvlppezgc5ne/+x2nnXYaAwcObLLGCSGax4mz48ur62oHvzbZjJ8vrcWc8+ly7BnpQPQK/GaVzkjjhPVuJiT9y0b6Yy6sB8om2pkJmvyp/ugSOVe9uyIawe1O4Ls9+bXvKNq0egX6119/HYjWoL/jjjvo0qUL27ZtY9GiRRQVFfHSSy/xpz/9qVkaKoRoOuVnx5+opj/8eTrMRu1jo/ayFT9hAAuxIG/TcIclk8EnrJF3rbbS6fdOHJsrTrQrujFI/v/5iWTKLDshmku9Av3mzZtRSjFnzpzYlfuoUaPo168fP/3pT9m0aVOzNFKIphDNweCpdua2rNuvzNSa3QTZUBrc91B1zvKIx0veJ5/y6JhrGGAtC/K2baUT7VZUnGjn+VGIY9N9hPrJUjkhmlu9An1xcTFOp7PS8Pzw4cNjjwsRb8on4qlJRxrCXLd+O2531ZnpAtrkG/xs0j42ah+FsWrxFaVhYZByMSBocOPQH2IGgvTYdh0QLRmb/riTpFfsKLPcRLszwhx70B9NdiOEaBH1CvSmaeJ0OittP77NNOXbuRBNqSnupVd9rLvC8QU6HAvs35jHCFZTDeZk7AxSLgYpN92xoZTCa3owA9H0tsqrSFvoIHWBE8NbbqJdtsmx+3yUjA81IvG2EKIhGryOXoi26LMN23G56lhIJQ409F56bTSaPTrIBu1lo/bF8tCfyIbiVJylwd1FajVZ7SxYuIVb6H9xFrYjZVPmzURN/p1+Cn8iE+2EaC31DvThcJgvvviiymx41T02bNiwhrdQiCbkdrtxudr4vXilMOx2vNokhCaMxhrys0cHCWod2xZCE9Jl/+8xAnS/fSLObl14xJ5PfjUjcClYGFga2E/FiUOVXYKXL1qjfIqkNQ5Oei+JgxwkgwyIlp1AWzRFNwXJy/FjdpKJdkK0pnoH+pKSklie+/KUUlU+ppRiy5YtDW+hEB2EV5vsIsB2i5fTn34CV49unNyvPxFDRYM2EEZzPLfMXeaesoP31+EJbNDn/mi653wqBvnu2Bik3AxULk7GjlFN+ekx/QczjnFcyZVczMW4qTw6UnJJkLzpfkJ95FZeU5FlcKIx6h3omzKvvRAdVah0NnuuDrCr9L+HKJ2gZoXMS8YAcBQN1dwvbwyLhgHKySDlZpBy0amGQjPW7w0SlttIWGbjIAexVJHNpphi3uM9hr50AYyyVT6JEKLV1CvQjx8/vrnaIUS7ZWrNAULk6iC5BMjVQfYRrGYue7njAkES7Q5sysCGwobCCrH/j/6ssClFutuB3xuK/nzi46X/IsEA9027g0iJh2WLXiXdXU0Bdw32ry0kLIsGd8fWqtPUhTpFKL7Qz+ERBQy+qw8BAmwathc3EuiFiCf1CvRSyEaImmmtOUqYXTpILkF26QDfEyRQy1W5GQhS8s02ijZ8TfGmzRRv/Brvzu/ZtHVPrbPrlYLeGans3FdQY3U3r6k4+t6HADhPnPoeAtdnVtylV+62/VVPjQ/2iuC5NITn4hCBIRGwQMgLAQI1tlEI0Xpk1r0QjeDREXaUDr0fH4YvoeZ70wrIxsbJys5zD9xP8cbNlGzdjg617Npy5QH3R9HA7v7QiqWw6uDuHxLGc3EIzyUhQn1NqTIjRBsjgV6IeirUEdZrL19qL9vw1zoE3wkLvZSDk7HTSznoiR1n6Uz26x+aXWl/r9db47K6xuhMZy7ncnre0YnETx0YgcpRW9s0vnPDeC4J4bkoROQkmZcjRFsmgV6IOjiqw3ypvazXXr6rYSA+ESMW0HspOyfjILmaOuzQAml3Ndi2GyS8byN7mZsDHMDAgFUVdzMTNZ4x0at23wUhzOTmbZYQouVIoBctrvxa7Irbq88C1xoO6BBfai//1V52V5NQxrdnH8c++Ih7fnwr/WwJpGOgYmPbGvBDS+fQD4PzcysJy60kvG/D9n3VXzTCnc3YkLzvnDA4WraZQoiWIYFetLi65J1vDVpr9hDiv9rDl9rHgWoKuGRjY6hycVrA4H/OHwzAHTOqr9rYIuufCyHhHRvu5TbcK6q/3/4VX/EO7/C/r01G/dAu6WiF6AAk0IsOzdSaHQRiw/JHq7nj3gM7Zyk3Q5SbLiq6fMyrqx6ZaCnWvQr3BzYS3rfBp5AVqjxyoC0a3/Aw3otCHB1RxMAfRQtSXT5wIm7D3tJNFkK0Agn0osVt2ra3yu3NOQmtvLDWbMdfGtyrrs6mgD44GKrcDFVuMmpIKAM1V4NrMhocmyy4348Gd8eWqofkI0ka7+gQ3otCeC8IY6ZGZxSEvLVNGxRCtEcS6EWLq8sEtKau2mY47KSNGM5LlmK+NvPwVLEEzgAG4GSocjO4hgIuVbfJ3SwT61QA3MfXt79vw3qomrH2nlA4JoDnohC+s8MgF+tCiFIS6EVcaqqqbabWrDH8DF/zHvaMdD47IbGLFTgDF0NKU8Em1jBDvkWEwPm1jZ/yU37Ejzh1eDYWbzXr2weFo4H94hDdfpTMsf2+GhPmCCE6Jgn0ccDr9cQmqG3atrf5l1x1ENu0n1fMPPbYQtgz0mPbHSgGKhdDcXOmcsXWtLc4DdbdBs71FhwbLDg3WLF/bcEIKBawILpPuYEN06HxjYgGd++FZevblaJSEpuqVjbE26oGIUTLkEAv4lJj7nkf02Fe0/l8oSsGtiPvfsADPxrPEEcatmqqszUnI1+VBnQLjg1WnBssWPJq/pIR6WTiuTCE56IwvpEhdB1/JfG6skEI0fIk0Iu41JB73gFt8p4u4j1dRKhcSpuupoV/X3cLhZ+v58zt17dIkFd+sG8pDerrrTg2WLDvqv22QPDkCIHBEQJDwviHRAgMjOaTF0KIhpJA3451lFsCWms+115e0/nkl5tBn4jB1SqVoSHFy5+vb7bnVyjsO60kbrXh3GDFsd6C4xsLKlTzF4pImhkN5oPD+AdHA7yZ1jQ32ata2dBSqxqEEPFFAr1o077XAV4x8/m23CQ7CzBGJXG5SsWtDLw0/Xp3I0+RtsTNm7zJSEaSNjatxv1NhyZ4RgT/4DCBwRH8QyKEezRfgZiW/FLndie0TFIgIUSDSKAXbVKRjvCGLmC1LqmQd/4MnFxnpJOtmr4munWfitZof8+G8zMrylR048oq9w2eEsE/qHQIfnCE4ICILHkTQrSKuAv0pmny3HPPsXjxYnbv3o3L5WL48OHce++9dO3aFYAvvviC2bNn8/XXX2Oz2RgxYgTTp08nKysrdp7t27cze/ZsNm3aRGFhIX369OGOO+7gsssui+0TDAaZPXs2S5YsIS8vj+7duzN58mSuueaaFu+3qJuw1qzQxbyjC/CVC/FZWLkq5OY004YiiLdcbvoGzzY/XhDmPRuJy2w4vqr643KYwzjHJBH6AdH764PCUhRGCBE34i7QP/roo7z66qs88sgjDB06lN27d/Pwww9zyy238O6777J3714mTZrE2LFj+d3vfkd+fj6PPvookydPZvHixdhsNg4dOsTNN9/MwIEDeeaZZ3C5XCxZsoScnBwsFguXXHIJAA8//DArV65k5syZ9OnTh1WrVvHggw/icrkqfCGId22lSExjfaV9/NPM4yBlddudKC5XqVyokhhwSnoNR9eRCY71FhLei9Zpt+dWPRMueHKEwgu9XLHoYj7jMzYu2NNu50AIIdq2uAr04XCY5cuXM3nyZK68Mjok2r17d6ZNm8a9997Ltm3b+Pvf/05aWhq///3vsVqjzZ81axZjx45l2bJljBs3jhUrVlBQUMCMGTPo0qULAHfeeSdLlizhzTff5JJLLmHfvn288cYbzJgxgzFjxgAwceJENm7cyJNPPtmmAn17X0p1UId41cxnE77YNgWcpxIYr9JIaWySmyC4PrVGg/tyG9bDVS95850epPBHfoou8hHoG8br87Ju0brGPbcQQjSzuAr0VquVlStXVtpuGNE/vDabjdWrVzNq1KhYkAfo3bs33bp14+OPP2bcuHGx7RZLxQBgt5fdJF2zZg1aay644IIK+4wcOZIlS5awZ88eunfv3hTdEg3k1Sb/1oV8qIsqZKPvg4MbjDROVhXrqtYnh77ygHtV9H67e4UNS1HlWXHa0PjPDnPfp3fzFm+xe/Nu2Aw82dieCSFEy4mrQF+VLVu2MH/+fEaPHk337t05fPgwPXr0qLRfz5492blzJwCXXHIJc+bM4U9/+hO//e1vcbvd/Pvf/+bbb7/l//7v/wDIzc3FbrdXuK8PxM69c+fOGgO9UqUZyZpA+fM05Lxfba8+wJ09uF+dz3v88VbIJQNAQkICO/bmR9PW6hIWm/soKpeTPg0LPzbS+KFyo6poZEJC1UPnx3ftRCfSXneTujIB18dWjEDlc5gOjW9kGM+l0aIwZrpmbre5tba9Kd8P9VXX162x77PW0trvy+YkfWub4qFv9XnuuA30jz32GM8//zyRSIQJEyZw3333kZeXB1T9Bz0xMZF9+/YBkJ6ezgsvvMBPf/pTzjrrLKxWK0op/vCHPzBq1CgASkpKqj0PQHFxcY3tOzk7tdrAUh2Pp+p76R5b2QzxXl3qf15IrfX56nPeXl2qPl9zC2mTTX4PCwsOsD1YNkxvQ3F9SmduSM7EZdR/mN5zzMaLvMgN3IDl/iqOTwHGAePBuESRkGgjgbLXpKSkpOrzejyxL4oNe92aVm2vm8fT2PdZ62qt92VLkL61Ta3Zt/Kf59rEbaCfNGkS48ePZ8uWLTzxxBPk5uYyc+bMOh179OhR7rzzTnr27Mkf/vAH3G43H374IQ8//DApKSmxe/KNsetAAS5XqF7H9OlW81prgM3f7a8y9WtDJnqVn6SXu78At7vm9ioVfePm7i9o9uIoWmuOEWGnDpT+C/I9gXLT7KLOUm7+10gjw2PlgKfmL1/VPtfaIDdxU4Vt4SwTzyUhvJeE8J1TrtpbYem/OvB6y36fdfn9Npe6vm71fT/Ei5Z8X7Y06VvbFA99q24SdlXiNtCnp6eTnp5O37596dWrF9deey1r164Fqr7CKi4uJiUlBYBFixZx7NgxFi9eHLtqGThwIN999x1/+tOfGDNmDElJSVVeYR+/kk9Ornl9lNY0ywt8fKj9RA1JSFK+ffVpb3P0za9NcgmQq4PRwE6gwrD8ibph43ojnQHKGWtTQ/kGhHid1+lNb7pPOYXAuOgyOMrPuWvA+Rv6+20utbXB5aqY2Ka121tf8fA7bi7St7apNftWn+eNq0Cfl5fHunXrGDZsGJmZmbHt/fpFg9/evXvJzs7m+++/r3Tsrl27GD58OAA7duyga9eulYYme/XqxapVq9Ba07t3b4LBIAcOHCA7O7vCeQD69u3b1N2r12SxeFZbal1Taw4QKg3o0cC+v0L2+aplYaWXcnA6Tn6oErA00Q0w7YAf82MAvrpnLy5X2xqyFkKIxoirQB8IBMjJyeFXv/oVU6ZMiW3funUrAFlZWYwaNYoVK1YQCoWwld7b3rJlC/v3748NyXfp0oUvv/wSn8+Hy+WKnWfHjh1kZ2ejlOL888/HMAxWrFjBhAkTYvt88MEH9O/fP7YsrynVZfi9MVXbWoPX66UIk++NEN+rMLuMMN+rMAFVc1h3Y9ALO72Vg97KQS/srV8LXggh2qG4CvTZ2dlcffXVLFiwgPT0dIYNG8a+ffuYOXMmmZmZXHrppZxzzjm88847PPDAA0ydOpXi4mIeeughBg0axIUXXgjADTfcwOuvv84999zD1KlTcbvdrFixglWrVvHLX/4SiH5puPHGG5kzZw7Z2dn079+fpUuXsnLlShYsWNBqv4OGVG1raceI0HXi9SSfNYhflHyLK61rjfsbQDfs9FJ2ehMN7FlYMdrjdFwhhIgzcRXoAWbMmEHnzp2ZP38+hw4d0SkfpwAAIABJREFUIiMjg7POOoucnBySk5NJTk7m+eef59FHH+XKK6/E6XQyevRofv3rX8fW2/fv359nnnmG+fPnc9NNNxEKhejRowfTp0/n5ptvjj3X9OnTSUxM5JFHHiEvL49evXoxe/ZsRo8e3Vrdj0taa3YTZL32sUF72esIccqMX1e7f+DgYYrWb2LqZdfSWznoiR2HqrnuuhBCiOYRd4HebreTk5NDTk5OtfuceeaZvPTSSzWe55xzzuGcc86pcR+r1Vrrc3VUYa3Zjp8NpcE9r0LKmjI2DT20lZ6mjZO1lZ6mlbS0DBhzGm4jvkcmhBCiI4i7QC9aj0+brPQUsCxyhE3aV6FoTHndwwYfPfEkeR+v5ZN/LSfJndjCLY0PUp5VCNEWSKDvIKorcBN0OWJX7VvxEz5aeR8zGCJ/7Wcce38VR9//iODhI7HHLM1VUF0IIUSTkEAfB1riyrD88j13395kXDyajIsvIHnwmVXu70Kx680lHH1/FXkfrSFSUvfkDEIIIeKHBPqOwDBIGTqQjItH0+mi0bh7Va4VANFc8hckpdLbY+EUnATH3gJjb6m0X1tb9y+EEB2ZBPp2zI/JKb+7n8yxP8KeUXWt9m7YGKLcDFYueio7fdLT2OmLpnW0xvkyPyGEELWTQN+OfWjx0fXm/62wzQBOwcEQ5WaQcpGpygojtNdl7W53tCpe766p7NzX/vJuCyFETSTQt2M9tBVtmpg+P0OdqfzAmsSZyiUZ6IQQogORQN+OnWk6+OSM4WitmfdVLm67DMULIURHI4G+HXO7E9j+3aHWboYQQohWJHlJhRBCiHZMAr0QQgjRjkmgF0IIIdoxCfRCCCFEOyaBXgghhGjHJNALIYQQ7ZgEeiGEEKIdk0AvhBBCtGOSMKeBvF5vlTnT3VIIRgghRByRQN9AZw+uukxrc9eVF0IIIepDhu6FEEKIdkyu6Bto1acbSE/PaO1mCCGEEDWSQN9ALpe7w96Pd7sT5BaFEEK0ETJ0L4T4/+3deVhUdfs/8PcMMLIMiwgiICqkogIKibuiQoqo4e6TQWJpWSqS+WS2mGh+DTNB3Ldyxyc19SmXVFyC3HpyyySwZFEWEcEBZlhm4fP7g99MjAICMmdmjvfrurqunDmcud/MGe4553zO5xBCeIwaPSGEEMJj1OgJIYQQHqNGTwghhPAYNXpCCCGEx6jRE0IIITxmcI2+qqoK3377LUaPHo3u3bujT58+iIqKQk5OjmaZ3377DWFhYejRowf8/f3x/vvvIz8//6l17d27F8HBwfDx8UFwcDASEhK0npfL5VixYgUCAgLg7e2NkJAQfP/99zrPSAghhHDF4Br9ihUrsHbtWrz99ts4duwYYmNjcfv2bUydOhVyuRzp6emYPn063NzccPjwYWzevBm5ubmYMWMGFAqFZj07duzA119/jTlz5uDEiROYMmUKli5dih9//FGzzOLFi3H48GFER0fj2LFjeO211/DZZ5/h+PHj+ohOCCGENDuDmjBHqVTi1KlTmDFjBsaMGQMAcHNzQ2RkJBYsWIC0tDQkJCSgZcuWWLZsGUxNq8uPiYlBSEgITp48idGjR6OsrAxr165FVFQUXn31VQDAtGnT0KZNG7i7uwMAcnJycPjwYSxZsgSBgYEAgIiICNy8eRPx8fEYOXKkHn4DhBBCSPMyqD16U1NTnDt3DrNnz9Z6XCisLtPMzAy//PILBg4cqGnyAODh4YG2bdsiKSkJAHDx4kVIpVJNk1cbMWIEPD09AQAXLlwAYwxDhgzRWiYgIACZmZm4f/9+c8cjhBBCOGdQe/S1SUlJwYYNGzB06FC4ubnh4cOHaNeu3VPLtW/fHunp6QCAP//8E7a2trh//z7ef/993LlzB46Ojnj33XcxevRoAEBGRgZEIhGcnJy01qNed3p6Otzc3OqsSyCo/o9P1Hn4lgugbMaMz/kom3EyhGyNeW2DbfQrV67Ezp07oVKpEBYWho8++ghFRUUAACurp+eYF4vFmgF7jx49glKpRHR0NObOnQtHR0ccPHgQ8+fPh6mpKUaMGAGpVFrnegCgtLS03vrat7FF69Z2zxvTILm78DMXQNmMGZ/zUTbjpM9sMplZg5c12EY/ffp0jBs3DikpKYiNjUVGRgaWL1/eoJ9VKpWQyWT46KOP0K9fPwCAj48Pbt26hQ0bNmDEiBHPXV/Wg2JIFaLnXo8hEQiqN9yMXAkY03c1zYuyGS8+56NsxskQspWVyRq8LKeNXqVSIT09HdnZ2ZDJZDA1NYWtrS08PDyeOoRub28Pe3t7dOzYEe7u7pg4cSIuXrwIAJBKpU+tu7S0FLa2tgAAa2trANXNvSZ/f3/s3r0bVVVVsLa2hkz29C9KvSdvY2NTbxbGwLuNV42yGSc+ZwP4nY+yGSd9ZmvM63LS6B8/fox169bh6NGjKCkpqXWZDh06YOzYsXB1dUWfPn3g6Oioea5z584AgOzsbDg7OyMrK+upn8/MzETfvn016wIAiUSiORQPVF+jb2lpCaFQCA8PD8jlcuTl5cHZ2VlrPQDQsWPH58pMCCGEGAKdj7p/9OgRJk+ejISEBBQXF4MxVut/GRkZWL16NebPn49Dhw5prSM1NRUA4OTkhMGDByM5OVnrmvmUlBTk5uZqLpMbNGgQhEIhEhMTtdZz7do1zZcG9TJnz57VWiYxMRGenp5wcXFp9t8FIYQQwjWd79GvW7dOc6lat27d0KVLF+Tn5+PixYtwdnZGREQEcnNz8fPPP2v2ptetWwcHBwf06tULOTk5WL58ORwdHTFixAj069cPP/74Iz799FO89957KC0txaJFi9CjRw8EBQUBAFxdXTFp0iTEx8fDyckJnp6e2L9/P27fvo2tW7cCqP7S8Prrr2PNmjVwdnaGp6cnjh8/jnPnzmHjxo26/rUQQgghnNB5oz9//jwEAgE+//xzTJkyRfP4d999h+joaDDG8PHHH+Pjjz/G6tWrsWnTJojFYmzYsAH5+flwcHBAz549MW/ePNjY2MDGxgY7d+7EihUrMGbMGJibm2Po0KFYuHCh5np7AFi0aBFatWqFmJgYFBYWokOHDti8eTMCAgI0y3z88ccQi8WIjo5GUVER3N3dERcXh6FDh+r610IIIYRwQsCYbocSeHt7QygU4ubNmxDUuPBPJpOhZ8+e8Pb2xsGDBwFUn0P38/ODQCDAjRs3dFlWk8hkMs05/ys37qBVK8dn/IRxEQgAD1c7pOfwc5QsZTNOfM5H2YyTIWQrK5Ohu2dbAKjzcnE1nZ+jt7a2hkKhwJ07d7Qev3nzJgDg4cOHmscKCgqgUChgbm6u67IIIYSQF4LOD9336NED58+fx1tvvYXJkyfD2dkZGRkZOHjwIAQCgWb2ucuXL+Pzzz8HYwydOnXSdVmEEELIC0Hnjf7NN9/Ezz//jKKiImzatEnzOGMMAoEAYWFhAIDc3Fzcu3cPQqEQM2bM0HVZhBBCyAtB54fu+/Tpg2XLlkEsFmtdTmdra4slS5Zo7hLn4eEBNzc3fP311xg8eLCuyyKEEEJeCJxMmDNhwgSMHDkS165dQ1FREezt7eHr66s1eKB79+44ffo0F+UQQgghLwzOpsC1sLDAgAEDtB4rLi5GYWEhPDw8tC6NI4QQQkjz4Ly7SqVSxMXFITAwEH379tXcNhYAXnvttadG5xNCCCGk6Ti9qY1EIkFYWBjS09Px5OX7paWluHHjBsLDw7F//37NfPWEEEIIaTpO9+jXrFmDu3fvokWLFhg1ahRatGiheU6hUKBVq1YoLS2lKWgJIYSQZsJpoz979iwEAgG+/fZbrFq1ChYWFprn7O3tsWfPHjDGcOHCBS7LIoQQQniL00P3jx49grm5OV5++eVan3d3d4e5uTkkEgmXZTWYSqXS/H9h4SNeTusoNpPj0aNiymZE+JwN4Hc+ymacDCFbWZlM8/81e1NtOG30dnZ2KCwsREZGBtzd3Z96/sKFC6ioqECrVq24LKvB1HfhA4CRQf31WAkhhBBS7f79+/Dy8qrzeU4bfa9evXDixAlERERg8uTJkMvlAICEhASkpaXhhx9+gEAgQM+ePbksixBCCOEtnd+9rqa0tDRMmjQJCoWi1ucZYxCJRPjuu+/QtWtXrspqsJKSEtja2gKovnudhYWlnitqXgIB4O5ih4xcft5tirIZJz7no2zGyRCylZWVoa9fZwDVc9LY2NjUuSyne/Senp7YsmULPvnkE+Tm5j71vIuLC5YtW/ZcTX7Hjh34+uuvMWzYMMTFxdW7rFwuR1xcHI4dO4aioiK4ublhxowZmDBhQq3Lm5iYaP7f0tISFhZ13xbQGAkEgJWVFSwtFbz8YFI248TnfJTNOBlatpq9qTacNnoA6Nu3L06dOoWrV6/izp07mnu8e3p6omfPnk2eIU8ikWDhwoW4ffu21mV79Vm8eDHOnTuH5cuX46WXXsL58+fx2WefwcLCQjMHPyGEEGLMOG/0AGBqaoo+ffqgT58+Wo+rVCr873//A1B9Pr8xjh49irKyMhw5cgSTJk165vI5OTk4fPgwlixZgsDAQABAREQEbt68ifj4eGr0hBBCeEEvjb4uJSUleOONNyAUCpGSktKonx08eDCmTJnyzEMYahcuXABjDEOGDNF6PCAgAMeOHcP9+/fh5ubWqBoIIYQQQ2NQjV6tKeMDG9uUMzIyIBKJ4OTkpPV4u3btAADp6en1rlMgqP6PT9R5+JYLoGzGjM/5KJtxMoRsjXltnTf62gbd1aWkpESHlWiTSqVat8lVE4vFAKrn3q9PB2e7Wn+eD9xd7PRdgs5QNuPF53yUzTjpM5tMZtbgZXXe6AMDAyHg4Ve6zDwJLCxqv0zQWBnCJSO6QtmMF5/zUTbdC9t8DoXSimZfbxs7S+ycMdggZsZ7Fk4O3XN4qX6DWVtbQyZ7+hel3pOv75pEAGAMvPtgqlE248TnbAC/81E23SmUVkAuqv/veVPkF5fqNVtjXlfnjb5Vq1YoKipC165d4enpWe+ycrkcx44d03VJAAAPDw/I5XLk5eXB2dlZ83hmZiYAoGPHjpzUQQghhOiSzht9dHQ0IiMjIZFIsGjRIlha1j2b3OPHjzlr9IMGDYJQKMTZs2cRFhameTwxMRGenp5wcXHhpA5CCCFEl3R+m9phw4Zh1KhRyMvLQ2xsrM5eRyKRoKCgAAUFBVCpVKisrNT8u6KiAr///jtGjBiB3377DQDg5OSE119/HWvWrMHZs2eRk5ODrVu34ty5c5g3b57O6iSEEEK4xMk5+kWLFiEtLQ1nz57FlClT8NJLLzX7a0RGRuLXX3/V/PvBgwc4c+YMAODLL7+Eq6srMjIyUFZWplnm448/hlgsRnR0NIqKiuDu7o64uDgMHTq02esjhBBC9IGTRm9nZ4ejR48+c7mWLVsiNTW1Sa+xe/fuZy6Tlpam9W9TU1PMmzeP9uAJIYTwls4P3RNCCCFEf6jRE0IIITxGjZ4QQgjhMWr0hBBCCI9RoyeEEEJ4jBo9IYQQwmOcNvqvv/4aSqWy3mWys7PxxhtvcFQRIYQQwm+cNvpt27Zh0qRJuHv3bq3PHzhwAGPGjNHMXkcIIYSQ58P5ofvU1FSMHz8eO3fu1DxWUFCAmTNn4vPPP4dMJoOJiQnXZRFCCCG8xGmjX7x4McRiMSorKxETE4O33noL+/fvx+jRo5GUlATGGLy9vbF//34uyyKEEEJ4i5MpcNWmTJmCYcOGYdmyZfjpp59w6dIlXLp0CYwxiMVivP/++wgLC4NAIOCyLEIIIYS3OD907+DggC+++AK+vr4AAMYYBAIBZs+ejfDwcGryhBBCSDPivNEfP34cI0eOxM2bN8EYg6mpKRhj+OqrrzB9+nTcu3eP65IIIYQQ3uL00P0777yD5ORkMMbQokULzJ8/H6NGjcLixYuRmJiIixcv4tVXX8XMmTMxa9YsLksjhBC9CFj6XzyQlD17wUZqZWWOPTPpltuE40aflJQEAOjWrRtWrlypuS/9unXr8N///hfLly9HcXEx1q5dS42eEPJCyC8uh1xk0+zrLZSVNPs6iXHi9NC9iYkJZs2ahf3792uavNqYMWPw448/YuDAgVyWRAghhPAap3v0+/btQ/fu3et8vnXr1ti2bRsOHDjAYVWEEEIIf3G6R19fk69p0qRJOq6EEEIIeTHQTW0IIYQQHqNGTwghhPAYNXpCCCGEx6jRE0IIITxGjZ4QQgjhMb00+gsXLmDhwoUIDQ3Vum4+NjYWUqlUHyURQgghvMTpdfQqlQoLFizA8ePHAfxzQxsAqKiowJYtW5CUlIQ9e/ZALBZzWRohhBDCS5zu0e/YsQPHjh0DYwwODg4wMTHRPFdcXAwASEtLw+bNm7ksixBCCOEtThv9oUOHIBAI8MknnyA5ORnW1taa55ycnLBu3TowxnDq1CkuyyKEEEJ4i9NGf//+fYhEIkydOrXW51955RVYWFggNzeXy7IIIYQQ3uL0HH2LFi0gk8lQWlqqtTevdu/ePZSXl9P5+QYI33wOhbKKZl9vGztL7Jg+uNnXS8iTGrMNCwQCMMaeuRzdmpWQp3Ha6L28vHDlyhVERUXhvffe03xw7969i7S0NKxbtw4CgQBdu3blsiyjVCir0MmtLfOLS5t9nYTURhfbMN2alZCncdrow8PDcfnyZVy6dAmXLl3SPD569GgA/4zCDw8Pb9L6Dxw4gO3bt+PevXto2bIlRo8ejQ8++ABmZmZPLZudnY2goKBa1xMWFobPP/+8STWQ2unqCATtwRFCSP04bfSvvPIK5s2bhzVr1kClUj31vFAoxOzZsxEcHNzodR85cgSLFi3CwoULERQUhLS0NCxatAhlZWVYsmRJnT+3du1a+Pn5aT1mYWHR6Nfni3K5EiNWnWj29VYoVBBatWz29dIeHCGE1I/TRg8AM2fOxPDhw3H06FHcuXMHMpkMYrEYnTt3xqhRo+Du7t6k9a5btw6jRo3CtGnTAABubm549OgRlixZglmzZsHJyanWn7O1tYWjo2NT4/AOY9DJKQEmf9zs6ySEEPJsnDd6AHB3d0dkZGSzrS8zMxP379/H3LlztR4PCAhAVVUVkpOTMXHixGZ7vcbQxSHrVlbmzbo+QviEThMRok0vjV4mkyEnJwclJSV1jqTt1atXg9eXkZEBAGjXrp3W487OzjAzM0N6enrTi63D2DWnIDSrv+G2EpvTgCMO/P/JFRu0TEOWNTZ8ztYUuhqomiN5jJBYHZ3WenoYUbPQ5zbR2O0ybPM5FEqb/wtahUIFoajZVwvAMH6/DcFpo5dIJFi2bBlOnjwJpVJZ53ICgQApKSkNXq96fnwrK6un1mNlZVXv/PnHjh3DqlWrcO/ePdjZ2WH8+PGYNm0aRKL6twy5mQ2EovobfZGsVDPFb3PSxTqNlUAggIerXYOXd3dp+LLGxtiyGdtnw9hOazX2s6ErDd0ui2SVRvX7BfT7mZPJGv7tkNNG/9lnn+HMmTMNuh5W10xMTODg4ICKigosWLAAlpaW+OWXX7BmzRpkZmZi+fLlz/0ausppCL8/Q8EYQ3qO5JnLCQTVH8qMXAn49usz1my62I7ps/GPhn42dKWx26Uxvnf6/MyVlckavCynjf7ChQsAABsbGwwZMkRzaP152dhUfwt8cs+dMQaZTKZ5viZnZ2dNPWrdunWDTCbDpk2bMGfOHLi4uDx3bUT3GvNBY6xxyxsTPmcjjVehUOnkCprGjlXg83apz2yNeV1OG71IJEJlZSX279+PDh06NNt6PTw8AABZWVlal8plZ2dDoVCgY8eODV6XerKe/Px8avSEEKOlq1MNNEbI+HB+Hf1///vfWvewn4ebmxs8PDxw7tw5jB07VvP4mTNnYGpqikGDBj31M4mJiUhMTMSyZctgavrPr+HWrVsQCoVPDewjhqlCoWrwAKmGTqMKGOcIa10MZjLG3wMhRBunjX7RokWoqKhAREQE3nvvPXTu3BmWlpa1LtvYvemoqCi8//772L59O4YPH44///wT69evx9SpU9GqVSv8/vvvWLBgAZYtWwZ/f384OTnh6NGjkMlkmDlzJqytrZGcnIxdu3Zh4sSJaNWqVXNEJjpGey3/KJTSFR6EkKdx2ugFAgHEYjEyMjIwf/78epdrzKh7ABgxYgS++uorbN68GatWrYKDgwMiIiIwa9YsAEB5eTkyMjJQVlYGAPDx8cH27duxYcMGzJgxA1KpFK6urpgzZw6mT5/e9JCE1EOXNyMihJDacNroly5dikOHDgHQzQjL0NBQhIaG1vpcnz59kJaWpvVYr169sH379mavg5C60M2IiLHT1ekyXV7vrivGcrqM00avvrTOxMQEPj4+cHV1feb16oQQ/aLZHUlNxjafgC4Zy+kyThu9UqmEQCDAzp074e/vz+VLE0KaiGZ3JMS4Cbl8sf79+8PU1BQ+Pj5cviwhhBDywuK00UdHR6NLly748MMPce/ePS5fmhBCCHkhcXro/sMPP4SpqSnOnDmD06dPQywW13pNvUAgQGJiIpelEaKlMQOOGrteYxtwRAgxbpxPgau+6QRjDKWlpSgtfXq0MN20hegbDTgihPAFp42eppQlhBBCuMVpoz979iyXL0cIIYS88DgdjEcIIYQQbnG6R3/kyJEGL1vz5jSEEEIIaRpOG/3ChQsbNNBOIBBQoyeEEEKaAaeNHtDNHPeEEEIIXzRk2ukqRcOnpea00X/55Ze1Pl5QUIDk5GT8+eefiIyMhJ+fH5dlEUIIIQajIdNOV6HhE3Jw2ujHjRtX53PvvPMOYmNjERsbi2+//ZbDqgghhBD+MqhR9+PGjUNlZSViY2P1XQohhBDCCwbV6H/99VcAQEpKip4rIYQQQviB00P369atq/VxuVyOv/76C8nJyQAAS0tLLssihBBCeIvzRl/f5XXqEfkhISFclUQIIYTwmkFdXicSiTB+/HgsWLCAw4oIIYQQ/uK00e/atavWxwUCAWxtbdG2bVs6bE8IIYQ0I04bfe/evbl8OUIIIeSFp9NGn5ub2+SfpVvaEkIIIc9Pp40+MDCwQXPbP0kgENAldoQQQkgz0Pmhe5rbnhBCCNEfnTb6+qa8JYQQQoju6bTR13UTG0IIIYRwg/Pr6NWUSiUyMzNRWloKGxsbeHh4NOl8PpdqnoZoyC0C1cs05i5DDaGr9arXLZA3/PaHtF4DWa+yAowxo9nWjG296nUb1TZB69XtevX8mavZg551ilzAOD6JXlJSgpUrV+Lo0aOoqPinUGtra0yePBmRkZFo0aIFlyU12MOHD+Hk5KTvMgghhBCN/Px8tG7dus7nOW30MpkMr732Gv7+++9av4EIBAL4+flh586dMDMz46qsBqNGTwghxNA8q9Fzeuh+x44d+OuvvwAAbdq0gZeXF6ysrFBSUoLr16+juLgY169fR0JCAiIiIrgsrUEcHByQn58PoPrGO4Z+qoEQQgg/McZQVlYGoLo31YfTPfoxY8bgzp07iIiIwEcffaTVKCsrK/HFF1/g4MGD8Pb2xsGDB7kqixBCCOEtThu9n58fFAoFrl69Wut5eJlMBn9/f1hYWODatWtclUUIIYTwllAfL1rXIW+RSARTU1NUVVVxXBEhhBDCT5w2+rZt20KlUuGbb76p9fnt27dDoVCgbdu2XJZFCCGE8Bang/GGDx+Ov/76C2vWrMHZs2fx8ssvQywWo7i4GFeuXMHff/8NgUCA4OBgLssipE6MMd4OuuRzNmK8+LpdVlVVQSgU6iUfp+fopVIpJkyYgKysrFqDMsbg7u6OAwcOQCwWc1UWaYKysjL8/PPPCAoKgkjU/JOTGBr1h5RP1H9w+JTtRdou+doQ+bhdSqVSzJo1C1FRUejZsyfnr28SHR0drcsXkMlkmg+cSCRCSEgI7t+/j4yMDK1r6YVCIYYNG4b4+HjY2dnpsiROVFVVQaVS8WZDrUkqlSIwMBD29vYYPHiwvstpdmVlZThw4AB++uknpKWlwcXFBdbW1qiqqjL6P6xlZWXYsWMHjh49ihs3bsDd3Z032fi8XVZWVuL27dv4448/YGVlBaFQCJFIxIv3DQDKy8uxc+dO/PDDD7h69Srat28PW1tbXuRT7+CmpKSgrKwMw4YNg0Ag4DSXzvfofX19ERQUhNDQUAwaNEjT+AoLC/HHH3+gpKQENjY28Pb2RqtWrXRZCmfKysqwYMECjBs3DgEBAQY5+U9TSaVShIaGwsfHB/Hx8foup9mpP5SOjo54+PAhZDIZnJycsHXrVqPfPqVSKSZOnAhra2tIJBKUlJSgbdu22Lp1K+zt7fVd3nPh83YplUoRHh6O8vJy3Lt3D46OjvD398f8+fPh6upq9Hu+UqkUkydPRqtWrSCRSFBQUADGGA4cOIB27drpu7znIpVKMWrUKPj5+aFPnz7Yv38/Dh8+zH0hTMc8PT1Zly5dWJcuXVj//v3ZsmXL2K1bt3T9snq1ceNG5unpyUJCQlhycjJTKpX6LqlZlJaWsiFDhrDIyEjNY7Vlq6qq4rKsZlNZWcnCw8PZBx98wKRSKVMoFOw///kP69evHzt9+rRmOWPMVzNbSUkJk8vlbPfu3ax3797sypUrmuWMMRuft8vKyko2adIk9sEHH7CsrCxWXFzM4uPjWWhoKAsICGDp6emMMcZUKpWeK20auVzOZs6cyaKiolhZWRlTKpXszJkzbOjQoWzu3LlMLpfru8Qme3K7LCwsZIMGDWIXL17kvBadfw20tbUFYwyMMRQWFmLPnj2YNGkSQkJCsGnTJuTk5Oi6BM7l5+ejd+/esLOzw8KFC3Hp0iUolUp9l/VcKioqMHLkSPj4+GDNmjUAALlcDhMTEwBAUVERcnNzIZVKIRAInnmTBUOUkpICiUSCd999F1ZWVjA1NcW4ceNga2sLoPpCorj3AAAViUlEQVRITXl5uVHmS01NRUlJCWbNmgVra2uYmZlh5MiRMDc3h7m5OWQyGSoqKowuG9+3y7S0NBQVFeHNN99Eu3btYGNjg9mzZ+Pdd9+FTCbDG2+8gfv370MoFBrlZckPHjxAdnY2JkyYAAsLC5iYmCAwMBD9+vVDamqqUWYCqk9ZDx06FL6+vprtEgAsLCxw69YtzuvReaO/dOkSdu3ahalTp8LV1VXT9DMyMhAfH49hw4YhLCwMBw4cQGlpqa7L4URhYSECAwOxcuVKODk54ZNPPsHly5eNutn/+eefePz4MUxMTFBVVQXGGEQiEVQqFRYsWIAZM2Zg3Lhx+Ne//oXr169rBtMYkwcPHiArKwsqlUrzWFVVFeRyObZt24bRo0fjX//6F65du2Z0+XJzc3H37l2tQ/QqlQo2Njb45ptv8Oqrr2LKlCn47bffjCob37dLdSNUj3NSf4kJCQnBgAED8OjRI7z55pvIyckxysP3paWlyMjIQGVlJQBAoVAAAPr06QOZTAaJRKLP8posMTERI0eORFxcHIDqvyP29vYIDQ3FkSNHUFBQwGk9Ot8yhEIhevfujU8++QRnzpzBkSNHMGfOHHTp0qX6Fn9VVbh69So+//xzDBgwAHPnzkViYqKuy9IJ9R8ac3NzODo6wtXVFTExMWjTpk29zd4Y9jK8vLywfv16XLhwAXPnztUMJImIiEB2djZCQ0MRHh4OExMTvPPOO8jMzDS6Pzy+vr6wtLTEhg0bcPnyZWRkZOD1119Hy5Yt8frrryMiIgIWFhaYMWMG7t69a1T5unTpApFIpDmCVlVVhfDwcJiZmeHll1/GlClTIBKJ8M477yA1NdVosvn4+GD9+vW4ePEiL7dLb29viMVi7Nu3D0D1gGb1XT87dOiA2bNno2PHjti2bRvkcrk+S22Sdu3awc7OTlO7ejxTVVUVZDKZPkt7LkFBQViyZInm3+ptrnv37pDJZMjKygIArZ0KneL8ZEEN2dnZbPv27Wzq1KnMy8uLeXp6Mk9PT9a1a1d9ltUoKpWKVVVVaZ0TVCgUrKKigjFWfV7wzp07bOLEiWzQoEEsKSlJ67yTRCLhvOaGqi3b+fPnWc+ePdmcOXNYQkIC+/e//80KCws1z1+8eFEzFkP984aqtnyHDx9m/fv3Z71792bBwcFs1KhRWvlu3LjBXnnlFRYZGckqKysNPp9aZWUly8jI0Pz74cOH7LPPPtPa/q5fv86GDh3KIiMjmVwuN5psKpWKnT9/nvXq1Ys32yVj1X87pFIp++KLL5inpyeLiYnRLJOXl8eGDh3KEhMT2datW9moUaOYVCrVV8kNplQq2ePHj5lEImGVlZWMseptUU39vhw6dIj179+fPXr0SOvn//zzT1ZWVsZdwY2gzvb48eN6x0y8/vrrbMKECZp/c7Et6vWrraurK6ZNm4aYmBh8+OGHmtvsMSPYwwWqR1R++OGHeOuttzB69Ghs3LgRt27dgqmpKVq0aKG5NKRTp05Yvnw5nJyc8Omnn+Ly5csAgBUrVmDs2LGQy+UGl7lmtlGjRmHjxo1ITU3F4MGDsWrVKly7dg1xcXHw9fVFy5YtNfX369cP9vb2KC4uhlAoNNhLY2p779LS0jB27FicOnUKhw8fRr9+/eDl5QV7e3vNIcUePXqgffv2qKiogEgkMsh85eXlmj1X9WFqkUiEDh06AKg+POro6IilS5fC1tZWs1fh6+sLFxcXyOVymJmZGXw2dd1CoRCDBg3CypUrcePGDaPdLp983wQCAaysrBAeHo7Jkydj9+7dGDZsGKZOnYrg4GAMHDgQQUFBmDZtGvLz83H16lV9R6iXVCrFvHnz8NZbb2H48OGIiYnBnTt34OjoqFlGvb1KJBKIxWKtS61XrlyJ6dOnaw7zG5Ka2YKDg7Fs2TLcuXNHaxl1tjfffBOPHj3C3r17AdQ9JXxz0lujT01Nxdq1axEaGorAwEDExMTg4cOHAAAbGxt9ldVgMpkMY8eORXFxMfr16wdfX1/s3bsX//73v3Hq1CkA0PpD26lTJ/zf//0fnJycEB0djaioKHz33XeIi4szuIbxZDY/Pz/s2bMHUVFRSExMxODBg7Fs2TL06NFD65pQhUKBiooKtG7dGh4eHgAM80tbbe/dnj17MHfuXBw/fhxWVlZwcXFBdnY2Hj9+DKD6kKL6tItYLNZM52xo+eRyOcaMGYMRI0ZoDsE/eXhQfXhUvc2ZmJhAqVRqziN27txZcxrKkDyZzcTERKvZDxw4EF988QX8/PyMbrus733r0KED5syZg/Xr18PLywtt27bF/PnzsXTpUjDGkJeXh3bt2sHFxUXPKepWVlaG1157DUqlEuPHj0dwcDD279+PnTt3oqSkRLOcehBlVVUVlEql5newZs0aJCQkYOPGjQY3z0pDs6kP3/v7+8PZ2Rnff/890tLSuClS58cMavjf//7HvvzySxYUFKS55E59uN7Ly4vNmjWLnTx5UnNIx5AtX76cvfHGG1qPnTx5koWHh7Nu3bqxH374QfN4zcM49+/fZ76+vqxXr14sJSWFs3obo65sYWFhrGvXruzYsWOMMcbKy8sZY0xzyLCsrIzFx8ezvn37sszMTG6LboRnvXdHjhxhjDG2b98+5unpyWJjYxlj1YcY4+LimL+/P/v77785r7shSkpKWFBQEBswYADr2bMn++OPPxhjtV9+9eDBA/bLL78wxqoPBa9evZr169dPc8mWoakrW81TL0qlUnPazJi2y7qyKRSKOn9GLpez0tJStn79ehYSEsIKCgq4KrfRVqxYwSIiIrQei42NZT169GBZWVlPLb937142YMAAplQq2dq1a5mPj4/BXpbdmGzqz2Fqairr2bMnmz59OsvPz9d5jTqf6/7nn39GYmIizp49i6KiIvWXC83zvr6+CA0NxciRIw3um1p98vLyNDffkcvlEIlEGD58OBwdHbFhwwZ89NFHEIlECA4O1prf+PDhw2CMYe/evejUqZOeU9Suvmzr16/H/PnzYWJiguDgYDx8+BAbN25ESkoKLC0tcffuXXzzzTdo3769nlPU7Vnv3ccffwxra2uMHTsWN2/exJYtW7B37160adMGpaWl2LFjB1566SU9p6hdSkoKpFIpPv30U2zfvh0RERHYuXMnvLy8tCZWUalUuHXrFt5//32YmprCxcUFFRUV2LZtG9zd3fWconb1ZVOpVDAxMdH8V1BQgI0bN+L27dtGsV02JJuaQqHAmTNnsG7dOohEIuTl5WHbtm1wcHDQY4L6ZWdnw9XVFcA/n7nXXnsN3377La5du6aZGEf9d7J169YQiUT48MMPkZiYiISEBHh7e+szQp0amg345yivp6cnFixYgPj4eE6OLum80c+cOfOp61fbtWuH0NBQhIaGGu3MRwKBAH/88QeA6vOfSqUSpqam8PPzw+zZs1FZWYlVq1bBxcUFPj4+EAgE2Lt3L9avX4/vv//eYJs8UH+2OXPmQC6XY9WqVXBzc4Obmxs6duyIwsJCeHl5ITo62mD/mKo9672rqKjA8uXLsXXrVnz66aeYMGECLly4gPbt28Pf39+g765YWVkJS0tLDB8+HLa2tli1alWtzd7ExAQ+Pj7YunUrfv/9d7Rr1w49evQw6MO/Dc2m9tJLL6GgoADe3t4Gv102JpuZmRm8vb3h5+eHLl26YODAgQadDag+556RkQHgn1NHjo6OaNGihdY5d/XpJH9/fxQUFOCnn37C999/j65du3JfdAM1NJua+n0cO3YsRowYwc2pal0fMlAfmu/duzdbvHgxu3btmq5fUqfUIyR//PFH1r9/f7Zp0ybNczUPs50+fZoNGjSIxcfHax5LT09nf/31F3fFNlJTsxnL7FWNyTdw4EC2evVqzmtsDupTK4wx9vPPP7PQ0NAGHw42dC9yNmOcYVP9mdu1axfbs2eP5nGFQsFKSkpYz549tXLXtH//fq0rRQzN82Tjms4b/Zw5c9jp06eNphk0lEQiYREREWzo0KFa5+Nr/qGJjo5mQUFBTKlUGvTlPE9qaLbAwECjy8ZY4987Y1Hzsqya70nNplHzPOe+ffvY1atXOa+zKZqS7bfffuO8zqbgcza12r6AlZaWMl9fX3bixAmtxzdv3swuX77MVWnPrbHZkpKSuCpNQ+ej7teuXYtXXnmFVzd2qaqqgq2tLWJiYsAYQ3x8PI4ePQoAMDU11Uz+0LlzZ6O7A1NjstnZ2RndrTIb+94xAxudXR/1IUH1aHP1FR8BAQGaG6BMmzYN6enp2Lp1K2JiYjTT+xq6pmQzljE/fM6mZmr69FlipVIJoVAICwsLzWNr1qxBXFyc0WyXQOOyrV69WutyQq7o/Bw9H6kvfWnTpg327NmDsLAwxMXFIS8vD2+//bZmukr1lKPGNOVmY7OpVKpaN3RDxfd8NdUcBBoQEACg+o/NyJEjYWFhgd27dxvsoMJnoWzGma2miooKVFZWwtzcHAAQHx+Pb775BgcOHECXLl30XN3zqSvb/v379ZJN57epNXY1R7w+OdhH/VxeXh4WLFiAjIwMuLq6olevXnjw4AHOnDmDffv2GexGy+dsAL/z1ZftSTWfj4qKwsWLF7Fv3z507NiRk1obi7LhqeeNIRvQ8HxVVVWQSCQICQlBbGwsbt26hQ0bNhj06HpjzmYSHR0drZdXNhLqN3PFihVo0aKF5v7PAoFAs3doY2ODwMBAtGnTBrm5ucjOzoa1tTViYmLg6emp5wR143M2gN/56sv2JPVjcXFxOHToEBISEiibnvA5G9DwfAKBABYWFjhz5gx27dqFK1euICEhAT4+Pvoou0GMOZtxHpPkmEQiwfbt21FeXo7evXtrfZNT3zXLzs4O48ePx/jx4wHgqWtfDRWfswH8zldftidlZmbi+vXr2Lt3r0FfqqRG2aoZWzagYfnUDdLHxwd5eXnYunUrOnfurIdqG8dYs9Ee/TMwxmBhYQHGGE6ePAkfHx84OztrLaP+RldzYJox3CGLz9kAfudrSLaarKysMGLECLi5uXFYZdNQtn8YUzag4fnUAw+7d++OcePGGfw8AIBxZzP8v2gce3JecPUf/8GDB6O8vBy//vorANQ6wM7QR5/zORvA73zPkw2onshDLBbrtsgmomzGmQ14vnzqo2lt2rTRfaFNwKdstEf/BPXeXFZWFmxtbTVvrpOTk2b6U2ObrleNz9kAfuejbJTNED1PPkP/cs2nbNToa7F+/XpERkYiPz8fAoFAM/e3g4MDkpKSYGpqipdfftnoriEH+J0N4Hc+ykbZDBGf8/ElGzV64KmRk23atIGDgwOSk5Nx8OBBZGRkwM7ODj4+PsjKysKJEycQFhYGExMTg3+D+ZwN4Hc+ykbZDBGf8/E12wvf6GuOsM7KykJOTg7atm2Lvn37YvDgwXB3d8ehQ4dw9uxZXLt2DRMnTsQPP/wApVIJf39/g31jAX5nA/idj7JRNkPE53x8zvZCT5hT84395JNPcO3aNWRmZqJ169aYOnUqxo4dCwcHB0gkEpw4cQKHDh1CZmYmSktLMWTIEMTHx6NFixZ6TlE7PmcD+J2PslE2Q8TnfHzOBrzge/TqwRaRkZFITU3F/PnzMWbMGEgkEiQkJKC0tBSdOnVC69at4e3tjcmTJ8PGxgaWlpaIiopC69at9ZygbnzOBvA7H2WjbIaIz/n4nA2A7m9Ta4jUd4tirPqWpcHBwezu3btayyxdupR5e3uztWvXsrKyMq27mFVWVnJWa2PxORtj/M5H2SibIeJzPj5nq+mFuY6+oqIC3377LQoLCyEUCjXXPubk5IAxppn4QKFQAAAWLVqE4OBg7N27F6WlpZrBFgA0Nz4xFHzOBvA7H2WjbIaWDeB3Pj5nq8sL0+j/85//YNu2bdi2bRuKioo0d4gCAJlMhrt37wKonqBCfavSDz74ACUlJbh48SIAw7s2Uo3P2QB+56NslM0Q8Tkfn7PV5YU5R+/r6wuJRIKkpCQUFBSgW7dusLS0hFgsxq5duyCTydCjRw+IxWLNN7b8/HwkJSVh/PjxcHFx0XeEOvE5G8DvfJSNshkiPufjc7a6vBCNXqVSQSgUon///sjOzkZycjIePnyIrl27ol27dmjZsiW++eYbSCQSdOjQAfb29hAIBNi9ezfu3r2LadOmGew0lHzOBvA7H2WjbIaIz/n4nK0+vL97XVVVFUxMTKBQKGBmZoYFCxYAAJKSkgAA7777LqZMmQKlUomYmBjcunULrVu3hlgsxoULF7Br1y44OTnpM0Kd+JwN4Hc+ykbZDBGf8/E527Pwco++oqICp0+fhomJCaytrWFiYqJ129EBAwbg/v37SEpKwqNHj+Dl5YU+ffqgf//+KCgogEKhgLOzM5YsWWJw93/mczaA3/koG2UztGwAv/PxOVtj8G7CHLlcjqlTp+LGjRsQiUTo1asXHB0dERQUhO7du8PKykpz6CU+Ph4nTpxAQEAA3n77bTg6OqKyshItWrQwyHuS8zkbwO98lI2yGVo2gN/5+JytsXi3Ry+VSnH79m1UVlbC0dERQ4YMwY0bN3DixAls27YNV65cwd9//w3GGEJCQpCXl4fU1FTk5OSgW7dusLa2BvDPPYUNCZ+zAfzOR9kom6FlA/idj8/ZGot3jd7c3By+vr7Iz89HUVER3Nzc8NVXX2HSpElo27YtLCwskJiYiOPHj+PAgQMoLy/HH3/8gevXr8PMzAy9e/c22DeWz9kAfuejbJTNEPE5H5+zNRbvDt2rPXz4EFu2bMEvv/yCkJAQREVFaZ6rrKyERCLBTz/9hMLCQhw7dgwCgQBbtmyBh4eHHqtuGD5nA/idj7JRNkPE53x8ztZQvG30AFBQUIDNmzfj8uXLCAoKwrx58wDgqXMuhYWFMDU1ha2trb5KbTQ+ZwP4nY+yUTZDxOd8fM7WELw7dF+TlZUVunbtivz8fCQnJyM/Px/9+vWDUCiEUqnU3MjA0tIS5ubmeq62cficDeB3PspG2QwRn/PxOVtD8LrRA/W/wVVVVUZ9/oXP2QB+56NsxonP2QB+5+NztmfhfaMHtN/gixcvIiMjA4MGDeLFG8vnbAC/81E248TnbAC/8/E5W314PzOemqOjI959913IZDL8/vvvKCoqgr29vb7LahZ8zgbwOx9lM058zgbwOx+fs9WF14PxalNYWAjGGBwcHPRdSrPjczaA3/kom3HiczaA3/n4nO1JL1yjJ4QQQl4kL8z96AkhhJAXETV6QgghhMeo0RNCCCE8Ro2eEEII4TFq9IQQQgiPUaMnhBBCeIwaPSGEEMJj1OgJIYQQHqNGTwghhPAYNXpCCCGEx/4fS6E7INZfYJ0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,volume=True,figscale=0.75,mav=(3,6))\n",
    "mpf.plot(daily,volume=True,figscale=0.75,mav=(3,6),tight_layout=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "### fill_between\n",
    "\n",
    "#### Usage:\n",
    "- `fill_between=y1` \n",
    "  - `y1` is a single y value, or a series of y values the same length as your data frame.\n",
    "- `fill_between=dict(y1=value(s),y2=0,where=None,**kwargs)`\n",
    "  - `y2` defaults to 0, and is a single value, or series of values the same length as your data frame.\n",
    "  - `where` is a boolean series the same length as your data frame.\n",
    "  - `kwargs` are any additional kwargs accepted by matplotlib `Axes.fill_between()`.\n",
    "  \n",
    "\n",
    "#### Note that \n",
    "`mpf.plot()` kwarg `fill_between=` is similar to matplotlib method [`Axes.fill_between()`](https://matplotlib.org/api/_as_gen/matplotlib.axes.Axes.fill_between.html)<br> **except** you **do** ***NOT*** specify the x-axis (**rather the x-axis is assumed to be the datetime index of your dataframe**)\n",
    "\n",
    "#### Examples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "A single y-value or series **assumes** we fill between ZERO and that single y-value or series.\n",
      "\n",
      "Therefore, scale down the data, close to zero, so that we can demonstrate specifying\n",
      "a single y-value, or single y-series for fill_between:\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "A single y-value or series **assumes** we fill between ZERO and that single y-value or series.\n",
    "\n",
    "Therefore, scale down the data, close to zero, so that we can demonstrate specifying\n",
    "a single y-value, or single y-series for fill_between:\n",
    "\n",
    "''')\n",
    "scaled_down_data = (daily/3000)-1.0\n",
    "\n",
    "mpf.plot(scaled_down_data,figscale=0.7)\n",
    "mpf.plot(scaled_down_data,figscale=0.7,fill_between=0.03)\n",
    "mpf.plot(scaled_down_data,figscale=0.7,fill_between=scaled_down_data['Close'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Use a dict to specify two y values or series (y1 and y2) for fill between:\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "Use a dict to specify two y values or series (y1 and y2) for fill between:\n",
    "\n",
    "''')\n",
    "\n",
    "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=3090,y2=3120))\n",
    "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=3100,y2=daily['Close'].values))\n",
    "mpf.plot(daily,figscale=0.7,fill_between=dict(y1=daily['Low'].values,y2=daily['High'].values))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Use a dict to specify other attributes (kwargs) for fill_between:\n",
      "\n",
      "To demonstrate use of the `where` kwarg to display a holding period,\n",
      "we convert the datetime index into a dataframe, and use that to generate a boolean array:\n",
      "\n",
      "where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('''\n",
    "\n",
    "Use a dict to specify other attributes (kwargs) for fill_between:\n",
    "\n",
    "To demonstrate use of the `where` kwarg to display a holding period,\n",
    "we convert the datetime index into a dataframe, and use that to generate a boolean array:\n",
    "\n",
    "where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values\n",
    "\n",
    "''')\n",
    "\n",
    "dates_df     = pd.DataFrame(daily.index)\n",
    "buy_date     = pd.Timestamp('2019-11-06')\n",
    "sell_date    = pd.Timestamp('2019-11-19')\n",
    "where_values = pd.notnull(dates_df[ (dates_df>=buy_date) & (dates_df <= sell_date) ])['Date'].values\n",
    "\n",
    "y1values = daily['Close'].values\n",
    "y2value  = daily['Low'].min()\n",
    "\n",
    "mpf.plot(daily,figscale=0.7,\n",
    "         fill_between=dict(y1=y1values,y2=y2value,where=where_values,alpha=0.5,color='g')\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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